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    <title>Slides | Giuseppe De Laurentis</title>
    <link>https://gdelaurentis.github.io/slides/</link>
      <atom:link href="https://gdelaurentis.github.io/slides/index.xml" rel="self" type="application/rss+xml" />
    <description>Slides</description>
    <generator>Hugo Blox Builder (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Tue, 05 Feb 2019 00:00:00 +0000</lastBuildDate>
    <item>
      <title>Slides</title>
      <link>https://gdelaurentis.github.io/slides/example/</link>
      <pubDate>Tue, 05 Feb 2019 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/example/</guid>
      <description>&lt;h1 id=&#34;welcome-to-slides&#34;&gt;Welcome to Slides&lt;/h1&gt;
&lt;p&gt;&lt;a href=&#34;https://sourcethemes.com/academic/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Academic&lt;/a&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h2 id=&#34;features&#34;&gt;Features&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Efficiently write slides in Markdown&lt;/li&gt;
&lt;li&gt;3-in-1: Create, Present, and Publish your slides&lt;/li&gt;
&lt;li&gt;Supports speaker notes&lt;/li&gt;
&lt;li&gt;Mobile friendly slides&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;p&gt;test&lt;/p&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;h2 id=&#34;controls&#34;&gt;Controls&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Next: &lt;code&gt;Right Arrow&lt;/code&gt; or &lt;code&gt;Space&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Previous: &lt;code&gt;Left Arrow&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Start: &lt;code&gt;Home&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Finish: &lt;code&gt;End&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Overview: &lt;code&gt;Esc&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Speaker notes: &lt;code&gt;S&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Fullscreen: &lt;code&gt;F&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Zoom: &lt;code&gt;Alt + Click&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://github.com/hakimel/reveal.js#pdf-export&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;PDF Export&lt;/a&gt;: &lt;code&gt;E&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id=&#34;code-highlighting&#34;&gt;Code Highlighting&lt;/h2&gt;
&lt;p&gt;Inline code: &lt;code&gt;variable&lt;/code&gt;&lt;/p&gt;
&lt;p&gt;Code block:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-python&#34; data-lang=&#34;python&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;porridge&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;blueberry&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;porridge&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;blueberry&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nb&#34;&gt;print&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Eating...&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;math&#34;&gt;Math&lt;/h2&gt;
&lt;p&gt;In-line math: $x + y = z$&lt;/p&gt;
&lt;p&gt;Block math:&lt;/p&gt;
&lt;p&gt;$$
f\left( x \right) = ;\frac{{2\left( {x + 4} \right)\left( {x - 4} \right)}}{{\left( {x + 4} \right)\left( {x + 1} \right)}}
$$&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;fragments&#34;&gt;Fragments&lt;/h2&gt;
&lt;p&gt;Make content appear incrementally&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-fallback&#34; data-lang=&#34;fallback&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{% fragment %}} One {{% /fragment %}}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{% fragment %}} **Two** {{% /fragment %}}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{% fragment %}} Three {{% /fragment %}}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Press &lt;code&gt;Space&lt;/code&gt; to play!&lt;/p&gt;
&lt;span class=&#34;fragment &#34; &gt;
  One
&lt;/span&gt;
&lt;span class=&#34;fragment &#34; &gt;
  &lt;strong&gt;Two&lt;/strong&gt;
&lt;/span&gt;
&lt;span class=&#34;fragment &#34; &gt;
  Three
&lt;/span&gt;
&lt;hr&gt;
&lt;p&gt;A fragment can accept two optional parameters:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;class&lt;/code&gt;: use a custom style (requires definition in custom CSS)&lt;/li&gt;
&lt;li&gt;&lt;code&gt;weight&lt;/code&gt;: sets the order in which a fragment appears&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id=&#34;speaker-notes&#34;&gt;Speaker Notes&lt;/h2&gt;
&lt;p&gt;Add speaker notes to your presentation&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-markdown&#34; data-lang=&#34;markdown&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{% speaker_note %}}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;-&lt;/span&gt; Only the speaker can read these notes
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;-&lt;/span&gt; Press &lt;span class=&#34;sb&#34;&gt;`S`&lt;/span&gt; key to view
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{% /speaker_note %}}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Press the &lt;code&gt;S&lt;/code&gt; key to view the speaker notes!&lt;/p&gt;
&lt;aside class=&#34;notes&#34;&gt;
  &lt;ul&gt;
&lt;li&gt;Only the speaker can read these notes&lt;/li&gt;
&lt;li&gt;Press &lt;code&gt;S&lt;/code&gt; key to view&lt;/li&gt;
&lt;/ul&gt;

&lt;/aside&gt;
&lt;hr&gt;
&lt;h2 id=&#34;themes&#34;&gt;Themes&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;black: Black background, white text, blue links (default)&lt;/li&gt;
&lt;li&gt;white: White background, black text, blue links&lt;/li&gt;
&lt;li&gt;league: Gray background, white text, blue links&lt;/li&gt;
&lt;li&gt;beige: Beige background, dark text, brown links&lt;/li&gt;
&lt;li&gt;sky: Blue background, thin dark text, blue links&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;ul&gt;
&lt;li&gt;night: Black background, thick white text, orange links&lt;/li&gt;
&lt;li&gt;serif: Cappuccino background, gray text, brown links&lt;/li&gt;
&lt;li&gt;simple: White background, black text, blue links&lt;/li&gt;
&lt;li&gt;solarized: Cream-colored background, dark green text, blue links&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;/img/boards.jpg&#34;
  &gt;

&lt;h2 id=&#34;custom-slide&#34;&gt;Custom Slide&lt;/h2&gt;
&lt;p&gt;Customize the slide style and background&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-markdown&#34; data-lang=&#34;markdown&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{&lt;span class=&#34;p&#34;&gt;&amp;lt;&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;slide&lt;/span&gt; &lt;span class=&#34;na&#34;&gt;background-image&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s&#34;&gt;&amp;#34;/img/boards.jpg&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;&amp;gt;&lt;/span&gt;}}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{&lt;span class=&#34;p&#34;&gt;&amp;lt;&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;slide&lt;/span&gt; &lt;span class=&#34;na&#34;&gt;background-color&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s&#34;&gt;&amp;#34;#0000FF&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;&amp;gt;&lt;/span&gt;}}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;{{&lt;span class=&#34;p&#34;&gt;&amp;lt;&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;slide&lt;/span&gt; &lt;span class=&#34;na&#34;&gt;class&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s&#34;&gt;&amp;#34;my-style&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;&amp;gt;&lt;/span&gt;}}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;custom-css-example&#34;&gt;Custom CSS Example&lt;/h2&gt;
&lt;p&gt;Let&amp;rsquo;s make headers navy colored.&lt;/p&gt;
&lt;p&gt;Create &lt;code&gt;assets/css/reveal_custom.css&lt;/code&gt; with:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-css&#34; data-lang=&#34;css&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nc&#34;&gt;reveal&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;section&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;h1&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nc&#34;&gt;reveal&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;section&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;h2&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nc&#34;&gt;reveal&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;section&lt;/span&gt; &lt;span class=&#34;nt&#34;&gt;h3&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;color&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;kc&#34;&gt;navy&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h1 id=&#34;questions&#34;&gt;Questions?&lt;/h1&gt;
&lt;p&gt;&lt;a href=&#34;https://discourse.gohugo.io&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Ask&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://sourcethemes.com/academic/docs/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Documentation&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/caravelmeeting2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/caravelmeeting2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 31pt; text-transform: none;&#34;&gt;
	   Analytic Structure and Reconstruction in QCD: Two-Loop $\boldsymbol{pp \to Vjj}$ and One-Loop $\boldsymbol{q\bar{q}\rightarrow t\bar{t}H}$
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
Vjj: &lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP06(2025)093&#34;&gt;JHEP 06 (2025) 093&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom:5mm;&#34;&gt; (GDL, H. Ita, B. Page, V. Sotnikov) &lt;/div&gt;
ttH: &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;arXiv:2504.19909&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (J. Campbell, GDL, K. Ellis) &lt;/div&gt;
&lt;p&gt;Caravel Meeting 2025&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:5mm&#34;&gt; UZH &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/caravelmeeting2025/#/&#34;&gt;gdelaurentis.github.io/slides/caravelmeeting2025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
$$
\displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-18mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-13mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-8mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{A}^{(1)}_R$&lt;/span&gt; to order &lt;span style=&#34;font-size: 15pt&#34;&gt;$\epsilon^2$&lt;/span&gt; is still needed to build &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(2)}$&lt;/span&gt;, but there is no real physical reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
$\circ$ Original computation  &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 18pt&#34;&gt;[1]&lt;/a&gt; was performed with &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; width:75%; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:-4mm; font-size: 11pt;&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; text-align: left; display: inline-block; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
	     $\rightarrow$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.&lt;br&gt;
	     $\rightarrow$ IBP reduction = decomposition on RHS, &lt;span style=&#34;font-size: 16t&#34;&gt;$\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma$&lt;/span&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 6mm;&#34;&gt;
     $\circ$ This computation started from the ancillaries files of &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;[1] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov&lt;/a&gt;
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. Wrote a Python script to split the 1.4 GB ancillaries into &gt;10k files &lt;br&gt;
	     2. Compile into 18.2 GB of C++ binaries (for reference &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt; compiles into approx. 5 GB) &lt;br&gt;
          3. Obtain &lt;span style=&#34;font-size: 16t&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; evaluations of the form factors (each takes approx. 1 sec per point)&lt;br&gt;
          4. Recombine triplets of form factors into six-point helicity amplitudes (incl. decays)
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\rightarrow$ Assemble 5 helicity amplitudes into 3 categories: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{R}_{\bar qQ\bar QqV}^{\text{NMHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{MHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{NMHV}}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$t\bar{t}H$&lt;/span&gt; computed analytically (&lt;span style=&#34;font-variant: small-caps;&#34;&gt;Form&lt;/span&gt; optimized) with unitarity, standard Feynman diagrams techniques, &lt;br&gt; $\phantom{\circ}$ and cross checked with &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Open-Loops&lt;/span&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34; style=&#34;font-size: 14pt; margin-top: -5mm; float: right; font-align: right;&#34;&gt; Buccioni, Lang, Lindert, Maierhöfer, Pozzorini, Zhang, Zoller&lt;/a&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic--geometric-structure&#34;&gt;Analytic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;algebro-geometric formulation for physicists in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see also Sturmfeld et al. &amp;ldquo;Spinor-Helicity Varieties&amp;rdquo;:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2406.17331&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2406.17331&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Massless Scattering &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt;&#34;&gt;$n$&lt;/span&gt;-point massless scattering, the quotient ring is
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{n} = \mathbb{F}\Big[|1⟩_{\alpha}, [1|_{\dot\alpha}, \dots, |n⟩_{\alpha}, [n|_{\dot\alpha} \Big] \Big/ \Big\langle {\textstyle \sum_{i=1}^n} |i\rangle[ i | \Big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &#34;unit circle&#34; is now the codimension &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4$&lt;/span&gt; &#34;momentum conservation&#34; &lt;b&gt;variety&lt;/b&gt; within a &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4n$&lt;/span&gt; &lt;br&gt; $\phantom{\circ}$ dimensional space. On this variety we have equivalence relations such as 
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle \langle 1|2+3|1]=\langle 1|-1-4-5|1]=-\langle 1|4+5|1] \quad \text{in} \quad R_5
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The rational functions &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_n$&lt;/span&gt;,
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\mathcal{D}(|i\rangle,[i|)} \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Interesting mathematical observations and open questions: &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_3$&lt;/span&gt; is not an Integral Domain, i.e. it breaks &lt;span style=&#34;font-size: 16pt&#34;&gt;$ab=0 \Rightarrow a = 0 \text{ or } b = 0$&lt;/span&gt; &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not an Unique Factorization Domain (which is why MHV = anti-MHV) &lt;br&gt;
     $\quad\star$ Conjecture: &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_{n\geq 5}$&lt;/span&gt; is UFD. For instance, this would imply the  denominators $\mathcal{D}$ are unique &lt;br&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: all polynomial rings are UFD, so clearly &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not equivalent to one, e.g. &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}[s,t]$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Choosing the Appropriate Covariant Q-Ring &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow V(\rightarrow \bar\ell\ell)jj$&lt;/span&gt; the space is simpler than that of say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow jjjj$&lt;/span&gt;, we don&#39;t want to use &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_6$&lt;/span&gt;. &lt;br&gt;
     $\phantom{\circ}$ Take the decay current to be &lt;span style=&#34;font-size: 15pt;&#34;&gt;$[5|\gamma^\mu|6\rangle$&lt;/span&gt;, and remove &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p_{V\alpha\dot\alpha}=(5+6)_{\alpha\dot\alpha}$&lt;/span&gt; by mom. cons.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{Vjj} = \mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |3⟩_{\alpha}, [3|_{\dot\alpha},  |4⟩_{\alpha}, [4|_{\dot\alpha}, [5|_{\dot\alpha}, |6⟩_{\alpha} \big] \Big/ \big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ This always holds for the numerator polynomials (and almost the denomiantors).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow ttH$&lt;/span&gt; we use the massive spinor-helicity (or spin-spinor) formalism
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1809.09644&#34; style=&#34;font-size: 14pt; margin-top: -3mm; float: right; font-align: right;&#34;&gt; Shadmi, Weiss &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1802.06730&#34; style=&#34;font-size: 14pt; margin-top: -3mm;  margin-right: 2mm; float: right; font-align: right;&#34;&gt; Ochirov; &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1709.04891&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Arkani-Hamed, Huang, Huang;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{ttH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |\boldsymbol{3}^I⟩_{\alpha}, [\boldsymbol{3}^I|_{\dot\alpha}, |\boldsymbol{4}_J⟩_{\alpha}, [\boldsymbol{4}_J|_{\dot\alpha}, \boldsymbol{5}_{\alpha\dot\alpha} \big]}{\big\langle \sum_{i,I,J} |i\rangle[i|, \langle \boldsymbol{3}|\boldsymbol{3}⟩ +[\boldsymbol{3}|\boldsymbol{3}], \langle \boldsymbol{3}|\boldsymbol{3}⟩-\langle \boldsymbol{4}|\boldsymbol{4}⟩, \langle \boldsymbol{4}|\boldsymbol{4}⟩ +[\boldsymbol{4}|\boldsymbol{4}]\big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\langle \boldsymbol{3}^I|\boldsymbol{3}^J⟩=m\epsilon^{JI} \text{ and } [\boldsymbol{3}^I|\boldsymbol{3}^J]=\bar{m}\epsilon^{IJ}$&lt;/span&gt;; we are setting &lt;span style=&#34;font-size: 15pt;&#34;&gt;$m=\bar{m}$&lt;/span&gt; and the tops on-shell.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$|\boldsymbol{3}^I⟩_{\alpha}$&lt;/span&gt; is basically two copies of a massless spinor, we can think of this through the map
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1601.08113&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Marzolla&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1605.07402&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Joung, Mkrtchyan;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle 1 \rightarrow 1, 2 \rightarrow 2, \boldsymbol{3} \rightarrow 3+4, \boldsymbol{4} \rightarrow 5+6, \boldsymbol{5} \rightarrow 7+8
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ but if we want neat expressions we must be careful not to overparametrise the space!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Examples of Trees &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ To not make this too abstract, we are after expressions like these, but for the MI coefficients.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$Vjj$&lt;/span&gt; there are 5 amplitudes (showing 3)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 3mm&#34;&gt;
$$ 
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{+}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨46⟩^2}{⟨12⟩⟨23⟩⟨34⟩⟨65⟩} \, , \\[6mm]
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{-}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨13⟩⟨3|1+2|5]^2}{⟨12⟩⟨23⟩[65]⟨1|2+3|4]s_{123}} \; + \; (123456\rightarrow \overline{432165}) \, , \\[6mm]
{A}_q^{(0)}(1^{+}_\bar{q}, 2^{+}_{q&#39;}, 3^{+}_{\bar{q}&#39;}, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = -\frac{[12]⟨46⟩⟨3|1+2|5]}{⟨23⟩[23]⟨56⟩[56]s_{123}}+(123456\rightarrow 156423)\phantom{+}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt; there is only a single amplitude
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
{A}_{ttH}^{(0)}(1^{+}_q, 2^{-}_\bar{q}, 3_t, 4_\bar{t}, 5_H)^I_J = \frac{⟨2|𝟑|1]⟨𝟑^I𝟒_J⟩-[𝟑^I1][1𝟒_J]⟨12⟩}{s_{12}(s_{12𝟑}-m_t²)} + 
(12345\rightarrow\overline{21345},12435,\overline{21435})
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where for clarity I have not suppressed the spin indices. Symmetries are made manifest.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: The amplitude is &lt;b&gt;spin covariant&lt;/b&gt;, just like it is little group covariant! &lt;br&gt;
     $\phantom{\circ} \kern7.2mm$ We need only obtain a single choice, say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$I=J=1$&lt;/span&gt;, the other follows. 
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Spinor Alphabets &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2          mm;&#34;&gt;
     $\circ$ We can always factorize a polynomial into products of irreducible factors, to some powers
&lt;/div&gt;
&lt;div style=&#34;font-size:15pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)} % \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ For the numerators this is generally not particularly useful (when in least common denominator form) &lt;br&gt;
     $\phantom{\circ}$ The denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are conjectured to be (mostly) related to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -10mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Convert your alphabet from independent Mandelstam invariants to redudant spinors brackets
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 2mm;&#34; href=&#34;&#34;&gt;
From work in progress with S. Abreu, X. Liu, P.F. Monni
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;display: flex; align-items: center; justify-content: space-between; font-size: 16pt; margin-top: -8mm;&#34;&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Mandelstam letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12} - s_{123} - s_{345} + s_{45}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$-s_{12} + s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}(s_{123} - s_{56}) - s_{123}(s_{123} + s_{34} - s_{56})$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;
      $\displaystyle\frac{
        s_{12}\left(s_{16}(s_{23} - s_{234})s_{34} + s_{23}^{2}(\cdots) + \cdots\right) + s_{123}(\cdots) + s_{23}(\cdots)
      }{
        \sqrt{(-s_{12} + s_{123} - s_{23})^2\cdots}
      }$
    &lt;/span&gt;&lt;br&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 4%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-size: 20pt;&#34;&gt;$\Rightarrow$&lt;/b&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Spinor letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 1\,2\rangle[1\,2]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,6\rangle[3\,|\,6]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,4]\langle 4\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;div style=&#34;display: flex; align-items: center; justify-content: center; height: 2.8em;&#34;&gt;
      &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\operatorname{tr}_5(2,3,4,5)$&lt;/span&gt;
    &lt;/div&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Factorization and extra chiral cancellations are key for simplification in gauge amplitudes 
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ We can now determine the least common denominators (LCDs),
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \mathcal{D} = \prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|) \, .
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Obtain the &lt;span style=&#34;font-size: 16pt&#34;&gt;$q_{ij}$&lt;/span&gt; from a univariate slice  &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt;, i.e. a 1D curve.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ The curve must intersect all varieties &lt;span style=&#34;font-size: 16pt&#34;&gt;$V(\langle \mathcal{D}_j \rangle)$&lt;/span&gt;, e.g.
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle |i\rangle \rightarrow |i\rangle + t a_i |\eta\rangle, [i| \rightarrow [i| + t b_i [\eta|
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Solve for &lt;span style=&#34;font-size: 16pt&#34;&gt;$a_i, b_i$&lt;/span&gt; such that constraints are satisfied.
          &lt;/div&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Publicly impelemented, see &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; 
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;do_codimension_one_study(func, slice, denoms)&lt;/code&gt; &lt;br&gt;
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;Particles.univariate_slice&lt;/code&gt; or 
               &lt;code style=&#34;font-size: 15pt;&#34;&gt;Ring.univariate_slice&lt;/code&gt;
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $4n-4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4n-5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xx-large&#34;&gt;$\boldsymbol{Vjj}$&lt;/b&gt; 
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;and&lt;/b&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xx-large&#34;&gt;$\boldsymbol{t\bar{t}H}$&lt;/b&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;LCDs&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The irreducible denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j \text{ for } Vjj$&lt;/span&gt; (modding out by permutation orbits) read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \mathcal{D}_{Vjj} \subset \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ where only the last one is new at two loops.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j \text{ for } t\bar{t}H$&lt;/span&gt; read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \kern-10mm \mathcal{D}_{ttH} = \big\{ \langle 12 \rangle, [12], s_{123}, \dots, (s_{123}-m^2), \langle 1|\boldsymbol{3}|1], \dots, \\[2mm] 
     \kern30mm \langle 1|\boldsymbol{3}|\boldsymbol{4}| 2 \rangle, \dots, \langle 1|\boldsymbol{3}|1+2|\boldsymbol{4}| 2], \dots, \Delta_{12|34|5}, \dots \Delta_{12|3|4|5} \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ note that there is no dependence on the top states (this looks like 3 massive scalars).
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Challenge: in LCD form the numerators are intractably complicated. &lt;br&gt;
     $\phantom{\circ}\,$ For &lt;span style=&#34;font-size: 15pt&#34;&gt;$Vjj$&lt;/span&gt; the most complicated &lt;span style=&#34;font-size: 14pt&#34;&gt;$\bar{q}^+g^-g^+q^-$&lt;/span&gt; function had a mass dimension (&lt;span style=&#34;font-size: 13pt&#34;&gt;$\approx$&lt;/span&gt; poly. degree) of 114, &lt;br&gt;
     $\phantom{\circ}\,$ and little group weights &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{3, -12, 12, -3, -1, 1\}$&lt;/span&gt;.  The ansatz size is approx. 25M. &lt;br&gt;
     $\phantom{\circ}\,$ Note how different from zero the little group weights are, chiral invariants are important!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Basis Change from Laurent Coefficients &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{i&#39;j}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:900px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     [&lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;6&lt;/a&gt;] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space (abusing notation for &lt;i&gt;residue&lt;/i&gt;):
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Laurent Series or p(z)-adic expansion &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ With &lt;span style=&#34;font-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic numbers this would be straight forward, set &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j\propto p$&lt;/span&gt; and evaluate the function
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i\in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{p^m} + \mathcal{O}(p^0) \text{ is a number in } \mathbb{Q}_p
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     See &lt;code style=&#34;font-size: 14pt;&#34;&gt;Particles._singular_variety&lt;/code&gt; or &lt;code style=&#34;font-size: 14pt;&#34;&gt;Ideal.point_on_variety&lt;/code&gt; to generate the configuration
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ We can&#39;t do this with only finite fields. Instead, build Laurent expansions around $t_{\mathcal{D}_k}$ &lt;span style=&#34;font-size: 12pt&#34;&gt; (use more slices) &lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Issue what if the letter does not have a factor linear in &lt;span style=&#34;font-size: 15pt&#34;&gt;$t$&lt;/span&gt;?
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{c^k_{im} t + d^k_{im}}{(t^2+a_kt+b_k)^m} + \mathcal{O}((t^2+a_kt+b_k)^0)
     $$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: 2mm;&#34; href=https://arxiv.org/abs/2304.14336 &gt;
see also Fontana, Peraro (&#39;23)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ From these coefficients, build null spaces used in the search for simple functions
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))_{ij} \text{ from } \text{ rref }  (d^k_{m})_{i,\text{slice}_j}
     $$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Quotient Rings &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Helicity amplitudes are Lorentz invariant: minimal ansätze are build in the invariant sub-rings.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ General construction for Lorentz-Invariant sub-rings through elimination theory
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Build a ring with both covariant and invariant variables
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathbb{F}\big[ |i\rangle, [i|, \langle i j\rangle , [ij] \big]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Define relations among variables (on top of existing constraints)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\big\{ \langle ij \rangle - \epsilon^{\beta\alpha} \lambda_{i\alpha}  \lambda_{j, \beta}, [ij] - \tilde\lambda_{i\dot\alpha} \epsilon^{\dot\alpha\dot\beta} \tilde\lambda_{j, \dot\beta} \big\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Compute a lexicographical Groebner basis with invariants &gt; covariants
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We obtain the following invariant rings
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{Vjj} = \frac{\mathbb{F}\big[ \langle ij\rangle : \, 1\leq i&lt; j\leq 6, i,j \neq 5, \; [ij] : 1\leq i&lt; j\leq 5 \big]}{\big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle, 34 \text{ Schouten identities} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{ttH} = \mathbb{F}\big[ \underbrace{\langle 12\rangle, \langle \boldsymbol{3}1\rangle ... ⟨2|\boldsymbol{3}|2] ... ⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩}_{37\; \text{invariants}}
 \big]\Big/ \big\langle \underbrace{⟨2|\boldsymbol{3}|2]⟨2|\boldsymbol{4}|1]-⟨2|\boldsymbol{3}|1]⟨2|\boldsymbol{4}|2]-[1|2]⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩, ...}_{\text{more than} \; 90 \; \text{generators}} \big\rangle
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Reconstruction from Conjectured Properties &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (for planar five-point one-mass amplitudes - all properties checked a posteriori)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Denominator pairs &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;cleanly separated&lt;/i&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \frac{\mathcal{N}_i}{\mathcal{D}_i^{q_i}\mathcal{D}_{\text{rest}}} + \frac{\mathcal{N}_j}{\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Examples of &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; are:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ Any pairs of &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{ijk}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}$&lt;/span&gt; or &lt;span style=&#34;font-size: 16pt&#34;&gt;$\langle i|j|p_V|k|i]-\langle j|l|p_V|k|j]$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Any conjugate pair &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j+k|l], \langle l|j+k|i]\}$&lt;/span&gt; or cyclic &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j\rangle, [i|j]\}$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Pairs of the form &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\Delta_{ij|kl|mn}, \langle c|a+b|d] \text{ or } \langle ab \rangle \text{ or } [ab] \}$&lt;/span&gt; unless &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ab\}$&lt;/span&gt; are &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ij\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{kl\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{mn\}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Other denominator pairs &lt;span style=&#34;font-size: 15pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;separated to order $\kappa$&lt;/i&gt; 
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \sum_{\kappa - q_j\leq m \leq q_i}\frac{\mathcal{N}_i}{\mathcal{D}_i^{m}\mathcal{D}_j^{\kappa - m}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ E.g. &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}^4, \langle i|k+l|j]^5$&lt;/span&gt; are separable to order 5.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Reconstruction only required 50k &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples $\;{\color{greeN} ✓}$Already simpler than original ones (&lt;span style=&#34;font-size: 14pt&#34;&gt;$\sim$&lt;/span&gt;20MB) &lt;br&gt;
     $\;{\color{red} ✗}$ Results are unstable and sub-optimal, e.g. numbers like this appeared
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt&#34;&gt;127187555379407704220939486282289348327703498501718808908391691454242601886997968263623652083189652150273&lt;/span&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Start from the function
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}}{⟨14⟩^2[14]^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2Δ_{14|23|56}^4}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$  The numerator Ansatz has size 104$\,$128
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Clean up the &lt;span style=&#34;font-size: 14pt&#34;&gt;$Δ_{14|23|56}$&lt;/span&gt; Gram residue
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}_1}{⟨14⟩^2[14]^2s_{56}⟨2|1\!+\!4|3]^4Δ_{14|23|56}^4 \,} + \frac{\mathcal{N}^{\text{ex}}_2}{⟨14⟩^2[14]^2s_{56}⟨2|1+4|3]^4⟨1|2\!+\!4|3]^2⟨2|1\!+\!3|4]^2}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Split &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{14}$&lt;/span&gt; and impose symmetry
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} =
  \frac{\mathcal{N}^{\text{ex}}_{3}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^4Δ_{14|23|56}^4}
  + \frac{\mathcal{N}^{\text{ex}}_{4}}{⟨14⟩^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Impose degree bound on poles at codimension two
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = 
  \sum_{k=0}^3 \frac{\mathcal{N}^{\text{ex}}_{5,k}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^{1+k} Δ_{14|23|56}^{4-k}}
    + \frac{\mathcal{N}^{\text{ex}}_6}{⟨14⟩^2 s_{56}⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     The Ansatz now has size 13$\,$532, almost a factor of 10 simpler.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ We want a mathematically rigorous answer to the question
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ without knowing &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; analytically. The complexity should not depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; (besided numerical evaluations). &lt;br&gt;
     $\phantom{\circ}$ The complexity will depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}_1, \mathcal{D}_2$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\langle xy^2 + y^3 - z^2 \rangle + \langle x^3 + y^3 - z^2 \rangle = \langle xy^2 + y^3 - z^2, x^3 + y^3 - z^2 \rangle = \langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ This is a primary decomposition. If &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches, than the partial fraction decomposition exists.
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -21mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -11mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2506.08452&gt;
   Xia, Yang (&#39;25)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Iteratively reconstruct a residues at a time using &lt;span style=&#34;text-size: 13pt&#34;&gt;$p$&lt;/span&gt;-adic numbers to get &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples for the residues
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4{\color{blue}(s_{24}-s_{13})}⟨6|1+4|5]s_{123}{\color{green}(s_{124}-s_{134})}}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} +  &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ We get more than just partial fraction decomposition, we cna identify numerator insertions from e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle {\color{green}(s_{124}-s_{134})}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], {\color{blue}(s_{13}-s_{24})}\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Interesting and non-trivial bevhavior also at 5-point 3-mass
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\def\spaa#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spbb#1.#2.#3{[\mskip-1mu{#1}
                  | #2 | {#3}\mskip-1mu]}
\def\spab#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu]}
\def\spba#1.#2.#3{[\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spaba#1.#2.#3.#4{\langle\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu\rangle}
\def\spbab#1.#2.#3.#4{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu]}
\def\spabab#1.#2.#3.#4.#5{\langle\mskip-1mu{#1}
                  | #2 | #3 | {#4}| {#5} \mskip-1mu]}
\def\spbaba#1.#2.#3.#4.#5{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}| {#5}\mskip-1mu\rangle}
\def\tr#1.#2{\text{tr}(#1|#2)}
\def\qb{\bar{q}}
\def\Qb{\bar{Q}}
\def\cA{{\cal A}}
\def\slsh{\rlap{$\;\!\!\not$}}     \def\three{{\bf 3}}
\def\four{{\bf 4}}
\def\five{{\bf 5}}
\begin{align}\label{eq:decomp_spaba1351_spbab2542}
\big\langle \spaba1.\three.\five.1,\, \spbab2.\five.\four.2 \big\rangle = \; &amp;\big\langle \,  \spab1.\three.2,\, \spab1.\four.2,\, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2
\, \big\rangle\; \cap \\
&amp;\big\langle \, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2, |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \, \big\rangle \;, \nonumber
\end{align} \\
\text{because: } |\five|2]\spaba1.\three.\five.1[2| + |1\rangle\spbab2.\five.\four.2\langle1|\five| = \spab1.\five.2 \Big( |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \Big) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ or between the triangle and box Grams
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{gather}\label{eq:decomp_delta12_34_5_and_delta_12_3_4_5}
  \big\langle \Delta_{12|34|5},\,\Delta_{12|3|4|5} \big\rangle =
  \big\langle
  s_{34},\, \tr1+2.{\three+\four}^2
  \big\rangle \cap
  \big\langle
  \Delta_{12|34|5},\, \tr1+2.{\three-\four}^2 
  \big\rangle \, .
\end{gather}
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Challenges &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Can we guess the constraints? If not, can we verify them with numerical evaluations? &lt;br&gt;
$\phantom{\circ}\,$ &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{Q}_p$&lt;/span&gt; evaluations can be costly (probably depending on implementation). &lt;a href=https://arxiv.org/abs/2506.08452&gt; Xia, Yang (&#39;25) &lt;/a&gt; say they are not!
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Ideal intersection can be highly non-trivial:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\mathcal{N} \in \langle q_1, q_2 \rangle \cap \langle q_3, q_4 \rangle \stackrel{?}{=} \langle q_1q_3, q_1q_4, q_2q_3, q_2 q_4\rangle 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Unfortunately not always. This is called a &lt;i&gt;complete intersection&lt;/i&gt; when it holds.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Therefore, either: 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ we compute the intersection explicitly (can be prohibitively hard)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ or we have to make a choice of which constrain we manifest
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Computing primary decompositions with these many variables is hard, Singular can&#39;t do it on its own
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Even constructing the ansatz requires a GB, which in some cases Singular doesn&#39;t easily give
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ And of course computing the reduction to MIs of the amplitude is not easy in the first place.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Core Tools - Fully Open Source &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For fleshed out examples see e.g. &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22)&lt;/a&gt; or &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;Appendix B of 2504.19909&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     Install from github (&lt;code style=&#34;font-size:14pt;&#34;&gt;git clone&lt;/code&gt;) or PyPI (&lt;code style=&#34;font-size:14pt;&#34;&gt;pip install&lt;/code&gt;); use of Jupyter is recommended.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;pyadic&lt;/a&gt;&lt;br&gt;
     $\quad\rightarrow$ Finite field $\mathbb{F}_p$ and $p$-adic $\mathbb{Q}_p$ number types, including field extensions &lt;br&gt;
     $\quad\rightarrow$ rational number reconstruction (Wang&#39;s EEA, LGRR, MQRR) &lt;br&gt;
     $\quad\rightarrow$ univariate and multivariante Newthon &amp; univariate Thiele interpolation algorithms in $\mathbb{F}_p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; (in the backhand &lt;a href=&#34;https://www.singular.uni-kl.de/index.php.html&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;Singular&lt;/a&gt;  is used for many operations)&lt;br&gt;
     $\quad\rightarrow$ object-oriented algebraic geometry (Field, Ring, Quotient Ring, Ideal) &lt;br&gt;
     $\quad\rightarrow$ ring-agnostic monomials and polynomials (with support for unicode characters, e.g. spinor brackets)&lt;br&gt;
     $\quad\rightarrow$ multivariate solver (Ideal.point_on_variety), under- and over-constrained systems OK &lt;br&gt;
     $\quad\rightarrow$ a semi-numerical prime and primary ideal test (assumes equi-dimensionality of ideal)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt; (Lorentz invariant phase space)&lt;br&gt;
     $\quad\rightarrow$ phase space points over any field ($\mathbb{Q}, \mathbb{Q}[i], \mathbb{R}, \mathbb{C}, \mathbb{Q}_p, \mathbb{F}_p$), including internal and external masses &lt;br&gt;
     $\quad\rightarrow$ evaluate any Mandelstam or spinor expression (custom ast/regex parser) &lt;br&gt;
     $\quad\rightarrow$ generation of any special kinematic configuration (wrapper around Ideal.point_on_variety)
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;br-conclusions-br--br-outlook&#34;&gt;&lt;br&gt; Conclusions &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Amplitudes Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; coefficient functions are now 1.9 MB (down from 1.4 GB), fast and stable. &lt;br&gt;
     $\phantom{\circ}$ Matrices &lt;span style=&#34;font-size: 15pt;&#34;&gt;$M_{ij}$&lt;/span&gt; account for another 2 MB overall. Transcendental basis at &lt;a href=&#34;https://gitlab.com/pentagon-functions/PentagonFunctions-cpp&#34;&gt;PentagonFunctions++&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_d_d.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_b_b.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: 11pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
Courtesy of V. Sotnikov, &lt;br&gt;see also Mazzitelli, Sotnikov, Wiesemann (&#39;24)
&lt;/a&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The complexity split is: quarks NMHV: 100 KB, gluons MHV: 200 KB, gluons NMHV: 1.6 MB.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The largest numbers are: quarks NMHV and gluons MHV: 3-digit, gluons NMHV: 12 digits.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Pheno ready results for the hard functions are available at &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34;&gt;FivePointAmplitudes&lt;/a&gt;.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Amplitudes at &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results&#34;&gt;antares-results&lt;/a&gt;, with &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/index.html&#34;&gt;human readable expr.&lt;/a&gt;, and &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for full amplitude in real kinematics
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; A Numerical CAS for Computations in Q-Rings &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (partially work in progress)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt; (automated numerical to analytical reconstruction software) &lt;br&gt;
     $\rightarrow$ Univariate slicing, LCD determination, basis change, multivariate partial fractioning strategies, &lt;br&gt;
     $\phantom{\rightarrow}$ constraining of numerators, Ansatz generation and fitting strategies &lt;br&gt;
     $\rightarrow$ Most operations do not require defining the variables (or redundancies), only being able to evaluate them.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares-results&lt;/a&gt; (human readable exprs in &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/&#34;&gt;docs&lt;/a&gt;) with &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for coefficients and/or full amplitudes
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;antares-results-transparent-combined-v2.png&#34; 
          style=&#34;width: 100%; max-width: 850px; float: left; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!--- 
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;edmonton.jpg&#34;
  &gt;
 ---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
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        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
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        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
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</description>
    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/cernjune2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/cernjune2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 31pt; text-transform: none;&#34;&gt;
	   Analytic Structure and Reconstruction in QCD: Two-Loop $\boldsymbol{pp \to Vjj}$ and One-Loop $\boldsymbol{q\bar{q}\rightarrow t\bar{t}H}$
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
Vjj: &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34;&gt;arXiv:2503.10595&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom:5mm;&#34;&gt; (GDL, H. Ita, B. Page, V. Sotnikov) &lt;/div&gt;
ttH: &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;arXiv:2504.19909&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (J. Campbell, GDL, K. Ellis) &lt;/div&gt;
&lt;p&gt;CERN QCD Seminar&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:5mm&#34;&gt; Geneva, CH &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/cernjune2025/#/&#34;&gt;gdelaurentis.github.io/slides/cernjune2025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;Phenomenological Motivation&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 4mm; margin-top: 0mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; (or similarly &lt;span style=&#34;font-size: 16pt&#34;&gt;$e^+e^-\rightarrow V \rightarrow 4j$&lt;/span&gt;) is important for several EW precision measurements
&lt;/div&gt;
&lt;!-- Static background image (fades via fragment) --&gt;
&lt;div style=&#34;position: relative; width: 100%; min-height: 450px;&#34;&gt;
     &lt;!-- Fragment 1: full-opacity image --&gt;
     &lt;div class=&#34;fragment&#34; data-fragment-index=&#34;0&#34;
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent.png&#34;
               style=&#34;max-width: 550px; opacity: 1; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Fragment 1: faded image and content --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34; 
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent-Vnj.png&#34;
               style=&#34;max-width: 550px; opacity: 0.10; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Main text container (shown at same time as faded background) --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34;
          style=&#34;position: relative; z-index: 1; margin-left: 15%; padding: 10px;&#34;&gt;
          &lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: -5mm;&#34;&gt;
          $\rightarrow\,$ Theoretical uncertainties are already larger than experimental ones,
          &lt;img src=&#34;cross-sections-transposed-transparent-v2.png&#34;
               style=&#34;max-width:600px; border:none; margin-left:20mm; margin-top: 2mm;&#34; /&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm;&#34; href=&#34;https://inspirehep.net/literature/2808096&#34;&gt;
          ATLAS Collab. &#39;24
          &lt;/a&gt;
          &lt;/div&gt;
          &lt;div style=&#34;clear: both; text-align: left; font-size: 18pt; margin-top: -10mm;&#34;&gt;
          $\rightarrow\,$ NNLO is essential for agreement with experiment,
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
          Mazzitelli, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Sotnikov, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Wiesemann &#39;24
          &lt;/a&gt;
          &lt;img src=&#34;Z1jSotnikov-transparent-v2.png&#34;
               style=&#34;max-width:500px; border:none; margin-left:24mm; margin-top: 0mm;&#34; /&gt;
          &lt;div style=&#34;text-align: right; font-size: 18pt; margin-top: -5mm; margin-bottom: 0mm; margin-left: -22mm;&#34;&gt;
          Other studies at NNLO only for &lt;span style=&#34;font-size: 16pt&#34;&gt;$q\bar q&#39;\rightarrow Wb\bar b, \; \text{e.g. no} \; gg\rightarrow Wq\bar q&#39;$&lt;/span&gt; despite available amps
          &lt;/div&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2212.04954&#34;&gt;
          $\,$Buonocore, Devoto, Kallweit, Mazzitelli, Rottoli, Savoini &#39;22;
          &lt;/a&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2205.01687&#34;&gt;
          Hartanto, Poncelet, Popescu, Zoia &#39;22;$\,$
          &lt;/a&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div class=&#34;fragment&#34; data-fragment-index=&#34;1&#34;
     style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: -8mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow t\bar{t}H$&lt;/span&gt; of interest primarily for direct access to top Yukawa &lt;span style=&#34;font-size: 16pt&#34;&gt;$y_t$&lt;/span&gt; (but also CP, EFTs, 2HDM, etc.) &lt;br&gt;
     $\phantom{\circ}\,$ current N$^2$LO pheno. relies on approx. amplitudes
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2210.07846&#34;&gt;
     Catani, Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;22;$\,$
     &lt;/a&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2411.15340&#34;&gt;
     Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;24;$\,$
     &lt;/a&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Theoretical Motivation &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for Drell-Yan plus jets (Vjj)
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: 0mm;&#34;&gt;
     &lt;div style=&#34;width: 55%; text-align: left; font-size: 17pt; margin: 0 10px; margin-left: -4mm;&#34;&gt;
          $\;\star\,$ Limited knowledge at higher loops/points; &lt;br&gt;
          $\;\star\,$ All amplitudes in the lower triangle contribute  &lt;br&gt; 
          $\;\phantom{\star}\,$ at a given perturbatifve order; &lt;br&gt; 
          $\;\star\,$ Pheno can be hindered by complexity of results, &lt;br&gt; 
          $\;\phantom{\star}\,$ especially if IR cancellations are needed; &lt;br&gt; 
          $\;\star\,$ E.g. the two-loop amps of [5] were &gt;1GB of files. &lt;br&gt;&lt;br&gt;
          $\circ\,$ Goal: reduce complexity of [5] by manifesting the analytic structure to facilitate future computations
     &lt;/div&gt;
     &lt;div style=&#34;width: 55%; font-size: 14pt; margin: 0 10px; margin-left: -4mm; margin-right: -4mm;&#34;&gt;
          &lt;table style=&#34;border-collapse: collapse; text-align: center; margin-top: 1mm; font-size: 14pt;&#34;&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;3&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2023 &lt;a href=&#34;https://arxiv.org/abs/example8&#34;&gt;[6]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;2&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    2007 &lt;a href=&#34;https://arxiv.org/abs/example7&#34;&gt;[4]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2021 &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;1&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1981 &lt;a href=&#34;https://arxiv.org/abs/example6&#34;&gt;[1]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1997 &lt;a href=&#34;https://arxiv.org/abs/example10&#34;&gt;[2]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color:rgb(250, 255, 0); text-align: center;&#34;&gt;
                    2008 &lt;a href=&#34;https://arxiv.org/abs/example11&#34;&gt;[3]&lt;/a&gt;
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;Loops ↑&lt;br&gt;Jets →&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$1$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$2$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$\geq3$&lt;/th&gt;
               &lt;/tr&gt;
          &lt;/table&gt;
          &lt;div style=&#34;margin-top: 5mm; margin-bottom: 2mm; font-size: 12pt;&#34;&gt;
               &lt;span style=&#34;background-color: #90EE90; padding: 5px; margin-right: 10px;&#34;&gt;Analytic&lt;/span&gt;
               &lt;span style=&#34;background-color: rgb(250, 255, 0); padding: 5px; margin-right: 10px;&#34;&gt; Numeric&lt;/span&gt;
               &lt;span style=&#34;background-color: #FFD700; padding: 5px; margin-right: 10px;&#34;&gt;Analytic (LCA)&lt;/span&gt;
               &lt;span style=&#34;background-color: #FF7F7F; padding: 5px; margin-right: 10px;&#34;&gt;Unknown&lt;/span&gt;
          &lt;/div&gt;
          &lt;div style=&#34;width: 105%; margin-left: -2mm;&#34;&gt;
               &lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: -4mm;&#34;&gt;
                    &lt;a href=&#34;https://www.sciencedirect.com/science/article/abs/pii/0550321381901656?via%3Dihub&#34;&gt;[1] Ellis, Ross, Terrano; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34;&gt;[2] Bern, Dixon, Kosower;&lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0803.4180&#34;&gt;[3] BlackHat; &lt;/a&gt;&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34;&gt;OpenLoops; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0711;.4711&#34;&gt;[4] Gehrmann-De Ridder, Gehrmann, Glover, Heinrich; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &lt;/a&gt; 
                    &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34; style=&#34;color:rgb(255, 149, 0);&#34;&gt;+ This work; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2307.15405&#34;&gt;[6] Gehrmann, Jakubčík, Mella, Syrrakos, Tancredi&lt;/a&gt;
               &lt;/div&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for $pp\rightarrow t\bar tH$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 0mm; margin-left: -4mm;&#34;&gt;
     $\;\star\,$ one-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; previously not known analytically; &lt;br&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$gg\rightarrow t\bar t H$&lt;/span&gt; known to &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{O}(\epsilon^2)$&lt;/span&gt; in terms of form factors &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -5mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.10015&#34;&gt;
     Buccioni, Kreer, Liu, Tancredi &#39;23
     &lt;/a&gt;
     $\;\star\,$ two-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; with quark-loop (&lt;span style=&#34;font-size: 15pt&#34;&gt;$n_f$&lt;/span&gt; part), known numerically (&lt;a href=&#34;https://secdec.readthedocs.io/en/stable/&#34; style=&#34;font-variant: small-caps;&#34;&gt;pySecDec&lt;/a&gt;) &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -4mm;&#34; href=&#34;https://arxiv.org/abs/2402.03301&#34;&gt;
     Agarwal, Heinrich, Jones, Kerner, Klein, Lang, Magerya, Olsson &#39;24
     &lt;/a&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt; margin-top: 5mm;&#34;&gt;$pp\rightarrow t\bar tH$&lt;/span&gt; master integrals in LCA
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.08131&#34;&gt;
     Febres Cordero, Figueiredo, Kraus, Page, Reina &#39;23
     &lt;/a&gt;
     $\circ\,$ Goal: show how to reconstruct amplitudes in a manifestly spin- and little-group covariant form
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
$$
\displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-18mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-13mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-8mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{A}^{(1)}_R$&lt;/span&gt; to order &lt;span style=&#34;font-size: 15pt&#34;&gt;$\epsilon^2$&lt;/span&gt; is still needed to build &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(2)}$&lt;/span&gt;, but there is no real physical reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
$\circ$ Original computation  &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 18pt&#34;&gt;[1]&lt;/a&gt; was performed with &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; width:75%; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:-4mm; font-size: 11pt;&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; text-align: left; display: inline-block; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
	     $\rightarrow$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.&lt;br&gt;
	     $\rightarrow$ IBP reduction = decomposition on RHS, &lt;span style=&#34;font-size: 16t&#34;&gt;$\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma$&lt;/span&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 6mm;&#34;&gt;
     $\circ$ This computation started from the ancillaries files of &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;[1] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov&lt;/a&gt;
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. Wrote a Python script to split the 1.4 GB ancillaries into &gt;10k files &lt;br&gt;
	     2. Compile into 18.2 GB of C++ binaries (for reference &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt; compiles into approx. 5 GB) &lt;br&gt;
          3. Obtain &lt;span style=&#34;font-size: 16t&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; evaluations of the form factors (each takes approx. 1 sec per point)&lt;br&gt;
          4. Recombine triplets of form factors into six-point helicity amplitudes (incl. decays)
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\rightarrow$ Assemble 5 helicity amplitudes into 3 categories: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{R}_{\bar qQ\bar QqV}^{\text{NMHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{MHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{NMHV}}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$t\bar{t}H$&lt;/span&gt; computed analytically (&lt;span style=&#34;font-variant: small-caps;&#34;&gt;Form&lt;/span&gt; optimized) with unitarity, standard Feynman diagrams techniques, &lt;br&gt; $\phantom{\circ}$ and cross checked with &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Open-Loops&lt;/span&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34; style=&#34;font-size: 14pt; margin-top: -5mm; float: right; font-align: right;&#34;&gt; Buccioni, Lang, Lindert, Maierhöfer, Pozzorini, Zhang, Zoller&lt;/a&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic--geometric-structure&#34;&gt;Analytic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;algebro-geometric formulation for physicists in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see also Sturmfeld et al. &amp;ldquo;Spinor-Helicity Varieties&amp;rdquo;:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2406.17331&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2406.17331&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Guiding Principles &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Amplitude should be gauge and Lorentz invariant, and spin and little-group covariant
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ gauge dependence, e.g. through reference vectors &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ tensor decompositions &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu T^\mu$&lt;/span&gt;, polarizations are needed for simplifications
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu \rightarrow \epsilon_{\alpha\dot\alpha}$, $P^\mu \rightarrow  \lambda_\alpha \tilde\lambda_{\dot\alpha}$&lt;/span&gt;; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\alpha, \dot\alpha$&lt;/span&gt; indices contracted; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\lambda, \tilde\lambda$&lt;/span&gt; random (subject to mom cons)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The singularity structure should be manifest in $\mathbb{C}$ (exprs will then be better behaved in $\mathbb{R}$ too)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Rational reparametrisations of the kinematics change the denominator structure
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Forcing unphysical splits misses cancellations (e.g. even nor odd separation)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Chiral cancellations are required to obtain the true Least Common Denominator
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Work off the real slice: &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^\mu \in \mathbb{C}^4$, $\lambda_\alpha \neq \tilde\lambda_{\dot\alpha}^\dagger$&lt;/span&gt;. In practice, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^{\mu=y}\in i\mathbb{Q}\Rightarrow \lambda_{\alpha} \in \mathbb{F}_p \text{ or } \mathbb{Q}_p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Focus only on final physical expressions
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Unphysical intermediate steps may be unnecessarily complicated
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Analytic manipulations at this complexity are unfeasible, even on &#34;physical&#34; results
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Bypass all intermediate steps with numerical evaluations (cancellations happen numerically)
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Trade-offs and Challenges &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We must work with &lt;u&gt;variables subject to constrains&lt;/u&gt;. The language is that of algebraic geometry.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For example, consider polynomials in two variables &lt;span style=&#34;font-size: 14pt;&#34;&gt;$x, y$&lt;/span&gt;. They live in a &lt;b&gt;polynomial ring&lt;/b&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y), g(x, y), h(x, y) \in \mathbb{Q}[x, y] \, .
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Now, localize them, e.g. on the unit circle &lt;span style=&#34;font-size: 14pt;&#34;&gt;$(x^2+y^2-1)$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y) \approx g(x, y) + h(x, y) (x^2+y^2-1) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ we should consider &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f(x,y)$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt;&#34;&gt;$g(x, y)$&lt;/span&gt; as equivalent, for any &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x,y)$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The structure is that of a polynomial &lt;b&gt;quotient&lt;/b&gt; ring
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \mathbb{Q}[x, y] \big/ \big\langle x^2+y^2-1 \big\rangle \\[2mm]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ its elements are &lt;b&gt;equivalence classes&lt;/b&gt; of polynomials.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\big\langle x^2+y^2-1 \big\rangle \subset \mathbb{Q}[x, y]$&lt;/span&gt; is an example of an &lt;b&gt;ideal&lt;/b&gt;, the infinite set of polynomials &lt;br&gt; 
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x, y) (x^2+y^2-1)$&lt;/span&gt; that vanishes on the unit circle.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Massless Scattering &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt;&#34;&gt;$n$&lt;/span&gt;-point massless scattering, the quotient ring is
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{n} = \mathbb{F}\Big[|1⟩_{\alpha}, [1|_{\dot\alpha}, \dots, |n⟩_{\alpha}, [n|_{\dot\alpha} \Big] \Big/ \Big\langle {\textstyle \sum_{i=1}^n} |i\rangle[ i | \Big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &#34;unit circle&#34; is now the codimension &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4$&lt;/span&gt; &#34;momentum conservation&#34; &lt;b&gt;variety&lt;/b&gt; within a &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4n$&lt;/span&gt; &lt;br&gt; $\phantom{\circ}$ dimensional space. On this variety we have equivalence relations such as 
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle \langle 1|2+3|1]=\langle 1|-1-4-5|1]=-\langle 1|4+5|1] \quad \text{in} \quad R_5
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The rational functions &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_n$&lt;/span&gt;,
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\mathcal{D}(|i\rangle,[i|)} \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Interesting mathematica observations and open questions: &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_3$&lt;/span&gt; is not an Integral Domain, i.e. it breaks &lt;span style=&#34;font-size: 16pt&#34;&gt;$ab=0 \Rightarrow a = 0 \text{ or } b = 0$&lt;/span&gt; &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not an Unique Factorization Domain (which is why MHV = anti-MHV) &lt;br&gt;
     $\quad\star$ Conjecture: &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_{n\geq 5}$&lt;/span&gt; is UFD. For instance, this would imply the  denominators $\mathcal{D}$ are unique &lt;br&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: all polynomial rings are UFD, so clearly &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not equivalent to one, e.g. &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}[s,t]$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Choosing the Appropriate Covariant Q-Ring &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow V(\rightarrow \bar\ell\ell)jj$&lt;/span&gt; the space is simpler than that of say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow jjjj$&lt;/span&gt;, we don&#39;t want to use &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_6$&lt;/span&gt;. &lt;br&gt;
     $\phantom{\circ}$ Take the decay current to be &lt;span style=&#34;font-size: 15pt;&#34;&gt;$[5|\gamma^\mu|6\rangle$&lt;/span&gt;, and remove &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p_{V\alpha\dot\alpha}=(5+6)_{\alpha\dot\alpha}$&lt;/span&gt; by mom. cons.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{Vjj} = \mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |3⟩_{\alpha}, [3|_{\dot\alpha},  |4⟩_{\alpha}, [4|_{\dot\alpha}, [5|_{\dot\alpha}, |6⟩_{\alpha} \big] \Big/ \big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ This always holds for the numerator polynomials (and almost the denomiantors).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow ttH$&lt;/span&gt; we use the massive spinor-helicity (or spin-spinor) formalism
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1809.09644&#34; style=&#34;font-size: 14pt; margin-top: -3mm; float: right; font-align: right;&#34;&gt; Shadmi, Weiss &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1802.06730&#34; style=&#34;font-size: 14pt; margin-top: -3mm;  margin-right: 2mm; float: right; font-align: right;&#34;&gt; Ochirov; &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1709.04891&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Arkani-Hamed, Huang, Huang;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{ttH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |\boldsymbol{3}^I⟩_{\alpha}, [\boldsymbol{3}^I|_{\dot\alpha}, |\boldsymbol{4}_J⟩_{\alpha}, [\boldsymbol{4}_J|_{\dot\alpha}, \boldsymbol{5}_{\alpha\dot\alpha} \big]}{\big\langle \sum_{i,I,J} |i\rangle[i|, \langle \boldsymbol{3}|\boldsymbol{3}⟩ +[\boldsymbol{3}|\boldsymbol{3}], \langle \boldsymbol{3}|\boldsymbol{3}⟩-\langle \boldsymbol{4}|\boldsymbol{4}⟩, \langle \boldsymbol{4}|\boldsymbol{4}⟩ +[\boldsymbol{4}|\boldsymbol{4}]\big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\langle \boldsymbol{3}^I|\boldsymbol{3}^J⟩=m\epsilon^{JI} \text{ and } [\boldsymbol{3}^I|\boldsymbol{3}^J]=\bar{m}\epsilon^{IJ}$&lt;/span&gt;; we are setting &lt;span style=&#34;font-size: 15pt;&#34;&gt;$m=\bar{m}$&lt;/span&gt; and the tops on-shell.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$|\boldsymbol{3}^I⟩_{\alpha}$&lt;/span&gt; is basically two copies of a massless spinor, we can think of this through the map
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1601.08113&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Marzolla&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1605.07402&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Joung, Mkrtchyan;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle 1 \rightarrow 1, 2 \rightarrow 2, \boldsymbol{3} \rightarrow 3+4, \boldsymbol{4} \rightarrow 5+6, \boldsymbol{5} \rightarrow 7+8
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ but if we want neat expressions we must be careful not to overparametrise the space!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Examples of Trees &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ To not make this too abstract, we are after expressions like these, but for the MI coefficients.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$Vjj$&lt;/span&gt; there are 5 amplitudes (showing 3)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 3mm&#34;&gt;
$$ 
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{+}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨46⟩^2}{⟨12⟩⟨23⟩⟨34⟩⟨65⟩} \, , \\[6mm]
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{-}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨13⟩⟨3|1+2|5]^2}{⟨12⟩⟨23⟩[65]⟨1|2+3|4]s_{123}} \; + \; (123456\rightarrow \overline{432165}) \, , \\[6mm]
{A}_q^{(0)}(1^{+}_\bar{q}, 2^{+}_{q&#39;}, 3^{+}_{\bar{q}&#39;}, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = -\frac{[12]⟨46⟩⟨3|1+2|5]}{⟨23⟩[23]⟨56⟩[56]s_{123}}+(123456\rightarrow 156423)\phantom{+}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt; there is only a single amplitude
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
{A}_{ttH}^{(0)}(1^{+}_q, 2^{-}_\bar{q}, 3_t, 4_\bar{t}, 5_H)^I_J = \frac{⟨2|𝟑|1]⟨𝟑^I𝟒_J⟩-[𝟑^I1][1𝟒_J]⟨12⟩}{s_{12}(s_{12𝟑}-m_t²)} + 
(12345\rightarrow\overline{21345},12435,\overline{21435})
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where for clarity I have not suppressed the spin indices. Symmetries are made manifest.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: The amplitude is &lt;b&gt;spin covariant&lt;/b&gt;, just like it is little group covariant! &lt;br&gt;
     $\phantom{\circ} \kern7.2mm$ We need only obtain a single choice, say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$I=J=1$&lt;/span&gt;, the other follows. 
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Spinor Alphabets &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2          mm;&#34;&gt;
     $\circ$ We can always factorize a polynomial into products of irreducible factors, to some powers
&lt;/div&gt;
&lt;div style=&#34;font-size:15pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)} % \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ For the numerators this is generally not particularly useful (when in least common denominator form) &lt;br&gt;
     $\phantom{\circ}$ The denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are conjectured to be (mostly) related to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -10mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Convert your alphabet from independent Mandelstam invariants to redudant spinors brackets
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 2mm;&#34; href=&#34;&#34;&gt;
From work in progress with S. Abreu, X. Liu, P.F. Monni
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;display: flex; align-items: center; justify-content: space-between; font-size: 16pt; margin-top: -8mm;&#34;&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Mandelstam letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12} - s_{123} - s_{345} + s_{45}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$-s_{12} + s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}(s_{123} - s_{56}) - s_{123}(s_{123} + s_{34} - s_{56})$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;
      $\displaystyle\frac{
        s_{12}\left(s_{16}(s_{23} - s_{234})s_{34} + s_{23}^{2}(\cdots) + \cdots\right) + s_{123}(\cdots) + s_{23}(\cdots)
      }{
        \sqrt{(-s_{12} + s_{123} - s_{23})^2\cdots}
      }$
    &lt;/span&gt;&lt;br&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 4%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-size: 20pt;&#34;&gt;$\Rightarrow$&lt;/b&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Spinor letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 1\,2\rangle[1\,2]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,6\rangle[3\,|\,6]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,4]\langle 4\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;div style=&#34;display: flex; align-items: center; justify-content: center; height: 2.8em;&#34;&gt;
      &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\operatorname{tr}_5(2,3,4,5)$&lt;/span&gt;
    &lt;/div&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Factorization and extra chiral cancellations are key for simplification in gauge amplitudes 
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ We can now determine the least common denominators (LCDs),
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \mathcal{D} = \prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|) \, .
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Obtain the &lt;span style=&#34;font-size: 16pt&#34;&gt;$q_{ij}$&lt;/span&gt; from a univariate slice  &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt;, i.e. a 1D curve.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ The curve must intersect all varieties &lt;span style=&#34;font-size: 16pt&#34;&gt;$V(\langle \mathcal{D}_j \rangle)$&lt;/span&gt;, e.g.
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle |i\rangle \rightarrow |i\rangle + t a_i |\eta\rangle, [i| \rightarrow [i| + t b_i [\eta|
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Solve for &lt;span style=&#34;font-size: 16pt&#34;&gt;$a_i, b_i$&lt;/span&gt; such that constraints are satisfied.
          &lt;/div&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Publicly impelemented, see &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; 
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;do_codimension_one_study(func, slice, denoms)&lt;/code&gt; &lt;br&gt;
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;Particles.univariate_slice&lt;/code&gt; or 
               &lt;code style=&#34;font-size: 15pt;&#34;&gt;Ring.univariate_slice&lt;/code&gt;
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $4n-4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4n-5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xx-large&#34;&gt;$\boldsymbol{Vjj}$&lt;/b&gt; 
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;and&lt;/b&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xx-large&#34;&gt;$\boldsymbol{t\bar{t}H}$&lt;/b&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;LCDs&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The irreducible denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j \text{ for } Vjj$&lt;/span&gt; (modding out by permutation orbits) read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \mathcal{D}_{Vjj} \subset \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ where only the last one is new at two loops.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j \text{ for } t\bar{t}H$&lt;/span&gt; read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \kern-10mm \mathcal{D}_{ttH} = \big\{ \langle 12 \rangle, [12], s_{123}, \dots, (s_{123}-m^2), \langle 1|\boldsymbol{3}|1], \dots, \\[2mm] 
     \kern30mm \langle 1|\boldsymbol{3}|\boldsymbol{4}| 2 \rangle, \dots, \langle 1|\boldsymbol{3}|1+2|\boldsymbol{4}| 2], \dots, \Delta_{12|34|5}, \dots \Delta_{12|3|4|5} \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ note that there is no dependence on the top states (this looks like 3 massive scalars).
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Challenge: in LCD form the numerators are intractably complicated. &lt;br&gt;
     $\phantom{\circ}\,$ For &lt;span style=&#34;font-size: 15pt&#34;&gt;$Vjj$&lt;/span&gt; the most complicated &lt;span style=&#34;font-size: 14pt&#34;&gt;$\bar{q}^+g^-g^+q^-$&lt;/span&gt; function had a mass dimension (&lt;span style=&#34;font-size: 13pt&#34;&gt;$\approx$&lt;/span&gt; poly. degree) of 114, &lt;br&gt;
     $\phantom{\circ}\,$ and little group weights &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{3, -12, 12, -3, -1, 1\}$&lt;/span&gt;.  The ansatz size is approx. 25M. &lt;br&gt;
     $\phantom{\circ}\,$ Note how different from zero the little group weights are, chiral invariants are important!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Basis Change from Laurent Coefficients &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{i&#39;j}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:900px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     [&lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;6&lt;/a&gt;] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space (abusing notation for &lt;i&gt;residue&lt;/i&gt;):
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Laurent Series or p(z)-adic expansion &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ With &lt;span style=&#34;font-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic numbers this would be straight forward, set &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j\propto p$&lt;/span&gt; and evaluate the function
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i\in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{p^m} + \mathcal{O}(p^0) \text{ is a number in } \mathbb{Q}_p
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     See &lt;code style=&#34;font-size: 14pt;&#34;&gt;Particles._singular_variety&lt;/code&gt; or &lt;code style=&#34;font-size: 14pt;&#34;&gt;Ideal.point_on_variety&lt;/code&gt; to generate the configuration
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ We can&#39;t do this with only finite fields. Instead, build Laurent expansions around $t_{\mathcal{D}_k}$ &lt;span style=&#34;font-size: 12pt&#34;&gt; (use more slices) &lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Issue what if the letter does not have a factor linear in &lt;span style=&#34;font-size: 15pt&#34;&gt;$t$&lt;/span&gt;?
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{c^k_{im} t + d^k_{im}}{(t^2+a_kt+b_k)^m} + \mathcal{O}((t^2+a_kt+b_k)^0)
     $$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: 2mm;&#34; href=https://arxiv.org/abs/2304.14336 &gt;
see also Fontana, Peraro (&#39;23)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ From these coefficients, build null spaces used in the search for simple functions
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))_{ij} \text{ from } \text{ rref }  (d^k_{m})_{i,\text{slice}_j}
     $$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Quotient Rings &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Helicity amplitudes are Lorentz invariant: minimal ansätze are build in the invariant sub-rings.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ General construction for Lorentz-Invariant sub-rings through elimination theory
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Build a ring with both covariant and invariant variables
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathbb{F}\big[ |i\rangle, [i|, \langle i j\rangle , [ij] \big]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Define relations among variables (on top of existing constraints)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\big\{ \langle ij \rangle - \epsilon^{\beta\alpha} \lambda_{i\alpha}  \lambda_{j, \beta}, [ij] - \tilde\lambda_{i\dot\alpha} \epsilon^{\dot\alpha\dot\beta} \tilde\lambda_{j, \dot\beta} \big\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Compute a lexicographical Groebner basis with invariants &gt; covariants
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We obtain the following invariant rings
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{Vjj} = \frac{\mathbb{F}\big[ \langle ij\rangle : \, 1\leq i&lt; j\leq 6, i,j \neq 5, \; [ij] : 1\leq i&lt; j\leq 5 \big]}{\big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle, 34 \text{ Schouten identities} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{ttH} = \mathbb{F}\big[ \underbrace{\langle 12\rangle, \langle \boldsymbol{3}1\rangle ... ⟨2|\boldsymbol{3}|2] ... ⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩}_{37\; \text{invariants}}
 \big]\Big/ \big\langle \underbrace{⟨2|\boldsymbol{3}|2]⟨2|\boldsymbol{4}|1]-⟨2|\boldsymbol{3}|1]⟨2|\boldsymbol{4}|2]-[1|2]⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩, ...}_{\text{more than} \; 90 \; \text{generators}} \big\rangle
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Reconstruction from Conjectured Properties &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (for planar five-point one-mass amplitudes - all properties checked a posteriori)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Denominator pairs &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;cleanly separated&lt;/i&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \frac{\mathcal{N}_i}{\mathcal{D}_i^{q_i}\mathcal{D}_{\text{rest}}} + \frac{\mathcal{N}_j}{\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Examples of &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; are:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ Any pairs of &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{ijk}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}$&lt;/span&gt; or &lt;span style=&#34;font-size: 16pt&#34;&gt;$\langle i|j|p_V|k|i]-\langle j|l|p_V|k|j]$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Any conjugate pair &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j+k|l], \langle l|j+k|i]\}$&lt;/span&gt; or cyclic &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j\rangle, [i|j]\}$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Pairs of the form &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\Delta_{ij|kl|mn}, \langle c|a+b|d] \text{ or } \langle ab \rangle \text{ or } [ab] \}$&lt;/span&gt; unless &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ab\}$&lt;/span&gt; are &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ij\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{kl\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{mn\}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Other denominator pairs &lt;span style=&#34;font-size: 15pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;separated to order $\kappa$&lt;/i&gt; 
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \sum_{\kappa - q_j\leq m \leq q_i}\frac{\mathcal{N}_i}{\mathcal{D}_i^{m}\mathcal{D}_j^{\kappa - m}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ E.g. &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}^4, \langle i|k+l|j]^5$&lt;/span&gt; are separable to order 5.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Reconstruction only required 50k &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples $\;{\color{greeN} ✓}$Already simpler than original ones (&lt;span style=&#34;font-size: 14pt&#34;&gt;$\sim$&lt;/span&gt;20MB) &lt;br&gt;
     $\;{\color{red} ✗}$ Results are unstable and sub-optimal, e.g. numbers like this appeared
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt&#34;&gt;127187555379407704220939486282289348327703498501718808908391691454242601886997968263623652083189652150273&lt;/span&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Start from the function
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}}{⟨14⟩^2[14]^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2Δ_{14|23|56}^4}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$  The numerator Ansatz has size 104$\,$128
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Clean up the &lt;span style=&#34;font-size: 14pt&#34;&gt;$Δ_{14|23|56}$&lt;/span&gt; Gram residue
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}_1}{⟨14⟩^2[14]^2s_{56}⟨2|1\!+\!4|3]^4Δ_{14|23|56}^4 \,} + \frac{\mathcal{N}^{\text{ex}}_2}{⟨14⟩^2[14]^2s_{56}⟨2|1+4|3]^4⟨1|2\!+\!4|3]^2⟨2|1\!+\!3|4]^2}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Split &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{14}$&lt;/span&gt; and impose symmetry
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} =
  \frac{\mathcal{N}^{\text{ex}}_{3}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^4Δ_{14|23|56}^4}
  + \frac{\mathcal{N}^{\text{ex}}_{4}}{⟨14⟩^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Impose degree bound on poles at codimension two
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = 
  \sum_{k=0}^3 \frac{\mathcal{N}^{\text{ex}}_{5,k}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^{1+k} Δ_{14|23|56}^{4-k}}
    + \frac{\mathcal{N}^{\text{ex}}_6}{⟨14⟩^2 s_{56}⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     The Ansatz now has size 13$\,$532, almost a factor of 10 simpler.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ We want a mathematically rigorous answer to the question
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ without knowing &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; analytically. The complexity should not depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; (besided numerical evaluations). &lt;br&gt;
     $\phantom{\circ}$ The complexity will depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}_1, \mathcal{D}_2$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\langle xy^2 + y^3 - z^2 \rangle + \langle x^3 + y^3 - z^2 \rangle = \langle xy^2 + y^3 - z^2, x^3 + y^3 - z^2 \rangle = \langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ This is a primary decomposition. If &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches, than the partial fraction decomposition exists.
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -21mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -11mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2506.08452&gt;
   Xia, Yang (&#39;25)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Iteratively reconstruct a residues at a time using &lt;span style=&#34;text-size: 13pt&#34;&gt;$p$&lt;/span&gt;-adic numbers to get &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples for the residues
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4{\color{blue}(s_{24}-s_{13})}⟨6|1+4|5]s_{123}{\color{green}(s_{124}-s_{134})}}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} +  &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ We get more than just partial fraction decomposition, we cna identify numerator insertions from e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle {\color{green}(s_{124}-s_{134})}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], {\color{blue}(s_{13}-s_{24})}\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Interesting and non-trivial bevhavior also at 5-point 3-mass
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\def\spaa#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spbb#1.#2.#3{[\mskip-1mu{#1}
                  | #2 | {#3}\mskip-1mu]}
\def\spab#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu]}
\def\spba#1.#2.#3{[\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spaba#1.#2.#3.#4{\langle\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu\rangle}
\def\spbab#1.#2.#3.#4{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu]}
\def\spabab#1.#2.#3.#4.#5{\langle\mskip-1mu{#1}
                  | #2 | #3 | {#4}| {#5} \mskip-1mu]}
\def\spbaba#1.#2.#3.#4.#5{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}| {#5}\mskip-1mu\rangle}
\def\tr#1.#2{\text{tr}(#1|#2)}
\def\qb{\bar{q}}
\def\Qb{\bar{Q}}
\def\cA{{\cal A}}
\def\slsh{\rlap{$\;\!\!\not$}}     \def\three{{\bf 3}}
\def\four{{\bf 4}}
\def\five{{\bf 5}}
\begin{align}\label{eq:decomp_spaba1351_spbab2542}
\big\langle \spaba1.\three.\five.1,\, \spbab2.\five.\four.2 \big\rangle = \; &amp;\big\langle \,  \spab1.\three.2,\, \spab1.\four.2,\, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2
\, \big\rangle\; \cap \\
&amp;\big\langle \, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2, |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \, \big\rangle \;, \nonumber
\end{align} \\
\text{because: } |\five|2]\spaba1.\three.\five.1[2| + |1\rangle\spbab2.\five.\four.2\langle1|\five| = \spab1.\five.2 \Big( |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \Big) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ or between the triangle and box Grams
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{gather}\label{eq:decomp_delta12_34_5_and_delta_12_3_4_5}
  \big\langle \Delta_{12|34|5},\,\Delta_{12|3|4|5} \big\rangle =
  \big\langle
  s_{34},\, \tr1+2.{\three+\four}^2
  \big\rangle \cap
  \big\langle
  \Delta_{12|34|5},\, \tr1+2.{\three-\four}^2 
  \big\rangle \, .
\end{gather}
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Challenges &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Can we guess the constraints? If not, can we verify them with numerical evaluations? &lt;br&gt;
$\phantom{\circ}\,$ &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{Q}_p$&lt;/span&gt; evaluations can be costly (probably depending on implementation). &lt;a href=https://arxiv.org/abs/2506.08452&gt; Xia, Yang (&#39;25) &lt;/a&gt; say they are not!
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Ideal intersection can be highly non-trivial:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\mathcal{N} \in \langle q_1, q_2 \rangle \cap \langle q_3, q_4 \rangle \stackrel{?}{=} \langle q_1q_3, q_1q_4, q_2q_3, q_2 q_4\rangle 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Unfortunately not always. This is called a &lt;i&gt;complete intersection&lt;/i&gt; when it holds.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Therefore, either: 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ we compute the intersection explicitly (can be prohibitively hard)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ or we have to make a choice of which constrain we manifest
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Computing primary decompositions with these many variables is hard, Singular can&#39;t do it on its own
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Even constructing the ansatz requires a GB, which in some cases Singular doesn&#39;t easily give
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ And of course computing the reduction to MIs of the amplitude is not easy in the first place.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Core Tools - Fully Open Source &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For fleshed out examples see e.g. &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22)&lt;/a&gt; or &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;Appendix B of 2504.19909&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     Install from github (&lt;code style=&#34;font-size:14pt;&#34;&gt;git clone&lt;/code&gt;) or PyPI (&lt;code style=&#34;font-size:14pt;&#34;&gt;pip install&lt;/code&gt;); use of Jupyter is recommended.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;pyadic&lt;/a&gt;&lt;br&gt;
     $\quad\rightarrow$ Finite field $\mathbb{F}_p$ and $p$-adic $\mathbb{Q}_p$ number types, including field extensions &lt;br&gt;
     $\quad\rightarrow$ rational number reconstruction (Wang&#39;s EEA, LGRR, MQRR) &lt;br&gt;
     $\quad\rightarrow$ univariate and multivariante Newthon &amp; univariate Thiele interpolation algorithms in $\mathbb{F}_p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; (in the backhand &lt;a href=&#34;https://www.singular.uni-kl.de/index.php.html&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;Singular&lt;/a&gt;  is used for many operations)&lt;br&gt;
     $\quad\rightarrow$ object-oriented algebraic geometry (Field, Ring, Quotient Ring, Ideal) &lt;br&gt;
     $\quad\rightarrow$ ring-agnostic monomials and polynomials (with support for unicode characters, e.g. spinor brackets)&lt;br&gt;
     $\quad\rightarrow$ multivariate solver (Ideal.point_on_variety), under- and over-constrained systems OK &lt;br&gt;
     $\quad\rightarrow$ a semi-numerical prime and primary ideal test (assumes equi-dimensionality of ideal)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt; (Lorentz invariant phase space)&lt;br&gt;
     $\quad\rightarrow$ phase space points over any field ($\mathbb{Q}, \mathbb{Q}[i], \mathbb{R}, \mathbb{C}, \mathbb{Q}_p, \mathbb{F}_p$), including internal and external masses &lt;br&gt;
     $\quad\rightarrow$ evaluate any Mandelstam or spinor expression (custom ast/regex parser) &lt;br&gt;
     $\quad\rightarrow$ generation of any special kinematic configuration (wrapper around Ideal.point_on_variety)
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;br-conclusions-br--br-outlook&#34;&gt;&lt;br&gt; Conclusions &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Amplitudes Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; coefficient functions are now 1.9 MB (down from 1.4 GB), fast and stable. &lt;br&gt;
     $\phantom{\circ}$ Matrices &lt;span style=&#34;font-size: 15pt;&#34;&gt;$M_{ij}$&lt;/span&gt; account for another 2 MB overall. Transcendental basis at &lt;a href=&#34;https://gitlab.com/pentagon-functions/PentagonFunctions-cpp&#34;&gt;PentagonFunctions++&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_d_d.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_b_b.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: 11pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
Courtesy of V. Sotnikov, &lt;br&gt;see also Mazzitelli, Sotnikov, Wiesemann (&#39;24)
&lt;/a&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The complexity split is: quarks NMHV: 100 KB, gluons MHV: 200 KB, gluons NMHV: 1.6 MB.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The largest numbers are: quarks NMHV and gluons MHV: 3-digit, gluons NMHV: 12 digits.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Pheno ready results for the hard functions are available at &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34;&gt;FivePointAmplitudes&lt;/a&gt;.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Amplitudes at &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results&#34;&gt;antares-results&lt;/a&gt;, with &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/index.html&#34;&gt;human readable expr.&lt;/a&gt;, and &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for full amplitude in real kinematics
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; A Numerical CAS for Computations in Q-Rings &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (partially work in progress)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt; (automated numerical to analytical reconstruction software) &lt;br&gt;
     $\rightarrow$ Univariate slicing, LCD determination, basis change, multivariate partial fractioning strategies, &lt;br&gt;
     $\phantom{\rightarrow}$ constraining of numerators, Ansatz generation and fitting strategies &lt;br&gt;
     $\rightarrow$ Most operations do not require defining the variables (or redundancies), only being able to evaluate them.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares-results&lt;/a&gt; (human readable exprs in &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/&#34;&gt;docs&lt;/a&gt;) with &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for coefficients and/or full amplitudes
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;antares-results-transparent-combined-v2.png&#34; 
          style=&#34;width: 100%; max-width: 850px; float: left; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!--- 
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;edmonton.jpg&#34;
  &gt;
 ---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
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        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
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        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
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</description>
    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/fivepartons_dec2023/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/fivepartons_dec2023/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LiverpoolAerial.png&#34;
  &gt;

&lt;!--- 
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;FSU-photo.png&#34;
  &gt;
  ---&gt;
&lt;!--- 
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;EdiCastle.jpg&#34;
  &gt;
 ---&gt;
&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 24pt;&#34;&gt;
	   Non-Planar Two-Loop Amplitudes &lt;br&gt;
	   for Five-Parton Scattering
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2311.10086&#34;&gt;arXiv:2311.10086&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom: 10pt;&#34;&gt; (GDL, H. Ita, M. Klinkert, V. Sotnikov) &lt;/div&gt;
&lt;A href=&#34;https://arxiv.org/abs/2311.18752&#34;&gt;arXiv:2311.18752&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (GDL, H. Ita, V. Sotnikov) &lt;/div&gt;
&lt;!--- Amplitudes Meeting ---&gt;
&lt;p&gt;Liverpool HEP Seminar
&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;&#34;&gt; &lt;img src=&#34;LiverpoolLogo.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-left:20mm;&#34;&gt;
&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/fivepartons_dec2023/#/&#34;&gt;gdelaurentis.github.io/slides/fivepartons_dec2023&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 20mm;&#34;&gt; Cross Sections &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;width:40%; float: left; display: inline-block;&#34;&gt;
     &lt;div style=&#34;font-size: xx-large; font-variant: small-caps; center: left; margin-top: -5mm; margin-bottom: 5mm; margin-left: 0mm;&#34;&gt;
          Motivations
     &lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
          $\circ$ tri-jet @ $\text{NNLO}$;
     &lt;/div&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
          &lt;span style=&#34;font-size: 18pt&#34;&gt;$\circ$&lt;/span&gt; di-jet @ $\text{N}^3\text{LO}$;
     &lt;/div&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
          &lt;span style=&#34;font-size: 18pt&#34;&gt;$\circ$&lt;/span&gt; $\alpha_s$ extraction;
     &lt;/div&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
          &lt;span style=&#34;font-size: 18pt&#34;&gt;$\circ$&lt;/span&gt; collinear factorization breaking (?);
     &lt;/div&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
          &lt;span style=&#34;font-size: 18pt&#34;&gt;$\circ$&lt;/span&gt; multi-Regge kinematic limit;
     &lt;/div&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
          &lt;span style=&#34;font-size: 18pt&#34;&gt;$\circ \; \dots$&lt;/span&gt; 
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;width:60%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
     &lt;img src=&#34;ATLAS-XSections-transparent.png&#34;; style=&#34;max-width:450px; float:center; border:none; margin-top: 0mm; margin-bottom: -6mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: -10mm; margin-left: 0mm;&#34;&gt;
     	  ATLAS Cross-Sections Summary
     &lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34;&gt;
$$
σ_{2 \rightarrow n - 2} = \sum_{a,b} \int dx_a dx_b f_{a/h_1}(x_a, \mu_F) \, f_{b/h_2}(x_b, \mu_F) \;\hat{\sigma}_{ab\rightarrow n-2}(x_a, x_b, \mu_F, \mu_R)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\hat{σ}_{n}=\frac{1}{2\hat{s}}\int d\Pi_{n-2}\;(2π)^4δ^4\big(\sum_{i=1}^n p_i\big)\;|\overline{\mathcal{A}(p_i,h_i,a_i,μ_F, μ_R)}|^2
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Color Decompositions: &amp;lsquo;&amp;lsquo;Trace&amp;rsquo;&amp;rsquo; Basis &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;width:60%; float: left; display: inline-block;&#34;&gt;
     &lt;div style=&#34;font-size: 12pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
          \[
          \require{color}
          \require{amsmath}
          \hspace{-5mm}
          \begin{align}
               \mathcal{A}_{\vec{a}}(1_g,2_g,3_g,4_g,5_g) &amp; = \sum_{\sigma \in \mathcal{S}_5/\mathcal{Z}_5} \sigma\Big(\text{tr}(T^{a_1}T^{a_2}T^{a_3}T^{a_4}T^{a_5}) \; A_{1}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma\in \frac{\mathcal{S}_5}{\mathcal{Z}_2 \times \mathcal{Z}_3}} \sigma\Big(\text{tr}(T^{a_1}T^{a_2}) \text{tr}(T^{a_3}T^{a_4}T^{a_5}) \; A_{2}(1,2,3,4,5)\Big) + , \\[8mm]
               \mathcal{A}_{\vec{a}}(1_u,2_{\bar u},3_g,4_g,5_g) &amp; =
               \sum_{\sigma \in \mathcal{S}_3(3,4,5)} \sigma\Big(
               (T^{a_3}T^{a_4}T^{a_5})^{\,\bar i_2}_{i_1} \; 
               A_{3}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma \in \frac{\mathcal{S}_3(3,4,5)}{\mathcal{Z}_2(3,4)}} 
               \sigma\Big(\text{tr}(T^{a_3}T^{a_4}) (T^{a_5})^{\,\bar i_2}_{i_1} 
               \; A_{4}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma \in \frac{\mathcal{S}_3(3,4,5)}{\mathcal{Z}_{3}(3,4,5)}} 
               \sigma\Big(\text{tr}(T^{a_3}T^{a_4}T^{a_5}) \delta^{\bar i_2}_{i_1}
               A_{5}(1,2,3,4,5)\Big) \; , \\[8mm]
               \mathcal{A}_{\vec{a}}(1_u,2_{\bar u},3_d,4_{\bar d},5_g) &amp;= 
               \sum_{\sigma \in \mathcal{Z}_2(\{1,2\},\{3,4\})} \sigma\Big(
               \delta^{\bar i_4}_{i_1} (T^{a_5})^{\,\bar i_2}_{i_3} 
               \; A_{6}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma \in \mathcal{Z}_2(\{1,2\},\{3,4\})} \kern-2mm \sigma\Big(
               \delta^{\bar i_2}_{i_1} (T^{a_5})^{\,\bar i_4}_{i_3} 
               \; A_{7}(1,2,3,4,5)\Big)\,,\kern-1mm
          \end{align}
          \]
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -5mm;&#34;&gt;
     &lt;img src=&#34;5g-diags-transparent.png&#34;; style=&#34;max-width:270px; float:center; border:none; margin-top: 0mm; margin-bottom: -4mm; margin-left: 0mm;&#34;&gt;
     &lt;br&gt;
     &lt;img src=&#34;2q3g-diags-transparent.png&#34;; style=&#34;max-width:270px; float:center; border:none; margin-top: 0mm; margin-bottom: -4mm; margin-left: 0mm;&#34;&gt;
     &lt;br&gt;
     &lt;img src=&#34;4q1g-diags-transparent.png&#34;; style=&#34;max-width:270px; float:center; border:none; margin-top: 0mm; margin-bottom: -6mm; margin-left: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;Each $A_{i}$ has an expansion in powers of $\alpha_s$. We consider the $\alpha_s^2$ corrections.&lt;/p&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-bottom:-3mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;Color Decompositions:&lt;/b&gt; &lt;b style=&#34;font-size: xxx-large&#34;&gt; $N_c^{n_c}N_f^{n_f}$ &lt;/b&gt;  &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;Expansion&lt;/b&gt;
&lt;/div&gt;
&lt;p&gt;Notation = $A_{\scriptscriptstyle \#}^{(L),(n_c, n_f)}$; $\quad$ &lt;span style=&#34;color: red;&#34;&gt;Red&lt;/span&gt; = New;  $\quad$ leading color: $n_c + n_f = L$&lt;/p&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \sim\sim\sim\sim 5g \sim\sim\sim\sim\sim
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm; &#34;&gt;
     \[
     \begin{gather}
          A_1^{(0)} = A^{(0),(0,0)} \, , \quad A_2^{(0)} = 0 \, , \qquad
          A_1^{(1)} = N_c A^{(1),(1,0)} + N_f A^{(1),(0,1)} \, , \quad A_2^{(1)} = A^{(1),(0,0)} \,,  \\[3mm]
          A_1^{(2)} = N_c^2~A_1^{(2),(2,0)} ~+~ {\color{red} {A_1^{(2),(0,0)}}} +  N_c N_fA_1^{(2),(1,1)} + N_c^{-1}N_f ~ {\color{red} {A_1^{(2),(-1,1)}}} + N_f^2 A_1^{(2),(0,2)} \,, \\[3mm]
          A_2^{(2)} = N_c {\color{red} {A_2^{(2),(1,0)}}} +~ N_f {\color{red} {A_2^{(2),(0,1)}}} ~+~ N_c^{-1}N_f^2 {\color{red} {A_2^{(2),(-1,2)}} }\,.
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \sim\sim\sim\sim 2q3g \sim\sim\sim\sim\sim
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     \[
     \hspace{-10mm}
     \begin{gather}
          A_3^{(0)} = A_3^{(0),(0,0)} \,,  \quad A_4^{(0)} = 0\,, \quad A_5^{(0)} = 0\,, \\[4mm]
          A_3^{(1)} = N_c~A_3^{(1),(1,0)} + N_c^{-1} A_3^{(1),(-1,0)} +N_f A_3^{(1),(0,1)}\,, 
               \quad A_4^{(1)} = A_4^{(1),(0,0)} +N_c^{-1}N_f A_4^{(1),(-1,1)} \,, \quad
          A_5^{(1)} = A_5^{(1),(0,0)} + N_c^{-1}N_f A_5^{(1),(-1,1)}\,, \\[4mm]
          A_3^{(2)} = N_c^2~A_3^{(2),(2,0)}+{\color{red} A_3^{(2),(0,0)}}+N_c^{-2} {\color{red} A_3^{(2),(-2,0)}}
               + N_f N_c~A_3^{(2),(1,1)} + N_c^{-1} {\color{red} A_3^{(2),(-1,1)}} + N_f^2~A_3^{(2),(0,2)}\,, \\[4mm]
          A_4^{(2)} = N_c~{\color{red} A_4^{(2),(1,0)}} + N_c^{-1} {\color{red} A_4^{(2),(-1,0)}} 
               +  N_f{\color{red} A_4^{(2),(0,1)}} + N_c^{-2}N_f {\color{red} A_4^{(2),(-2,1)}} + N_c^{-1}N_f^2 {\color{red} A_4^{(2),(-1,2)}} \\[4mm]
          A_5^{(2)} = N_c {\color{red} A_5^{(2),(1,0)}} + N_c^{-1} {\color{red} A_5^{(2),(-1,0)}} + N_f N_c{\color{red} A_5^{(2),(1,1)}} 
               + N_c^{-2}N_f {\color{red} A_5^{(2),(-2,1)}} + N_c^{-1}N_f^2 {\color{red} A_5^{(2),(-1,2)}} \,.
     \end{gather}
     \]
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -4mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Relations among Partials &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \sim\sim\sim\sim \text{Known relations for } 5g \sim\sim\sim\sim\sim
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          A_1^{(2),(0,0)} = \sum_\sigma c_\sigma A_1^{(2),(2,0)}(\sigma_1,\dots,\sigma_5) + \sum_\sigma c_\sigma A_2^{(2),(1,0)}(\sigma_1,\dots,\sigma_5) \qquad \text{(schematically)}
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \sim\sim\sim\sim 4q1g \text{ expansion} \sim\sim\sim\sim\sim
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          A_6^{(0)} = A_6^{(0),(0,0)} \,, \quad A_7^{(0)} = \frac{1}{N_c} A_7^{(0),(-1,0)} \,, \\
          A_6^{(1)} = N_c A_6^{(1),(1,0)} + \frac{1}{N_c} A_6^{(1),(-1,0)} + N_f A_6^{(1),(0,1)} \,,\quad 
          A_7^{(1)} = A_7^{(1),(0,0)} + \frac{1}{N_c^2} A_7^{(1),(-2,0)} + \frac{N_f}{N_c} A_7^{(1),(-1,1)} \,, \\[2mm]
          A_6^{(2)} = N_c^2 A_6^{(2),(2,0)} + {\color{red} A_6^{(2),(0,0)}} + \frac{1}{N_c^2} {\color{red} A_6^{(2),(-2,0)}}
               +  N_f N_c A_6^{(2),(1,1)} + \frac{N_f}{N_c} {\color{red} A_6^{(2),(-1,1)}} + N_f^2  A_6^{(2),(0,2)} \\
          A_7^{(2)} = N_c {\color{red} A_7^{(2),(1,0)}}+\frac{1}{N_c}{\color{red} A_7^{(2),(-1,0)}}+\frac{1}{N_c^3}{\color{red} A_7^{(2),(-3,0)}}
               + N_f{\color{red} A_7^{(2),(0,1)}} + \frac{N_f}{N_c^2} {\color{red} A_7^{(2),(-2,1)}} + \frac{N_f^2}{N_c}{\color{red} A_7^{(2),(-1,2)}}\,.
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \sim\sim\sim\sim \text{New relations for } 4q1g \text{ (technically for the remainders)} \sim\sim\sim\sim\sim
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 0mm&#34;&gt;
     \[
     \Big\{ \big[ 16 \, A^{(2),(2,0)}_6\, (1,2,3,4,5) 
          + 4 \, A^{(2),(0,0)}_6\, (1,2,3,4,5) + 
          A^{(2),(-2,0)}_6(1,2,3,4,5) \big]
          - \big[\dots \big]_{3 \leftrightarrow 4} \Big\}
          - \Big\{ \dots \Big\}_{1 \leftrightarrow 2} = 0 \, .
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \big[  32 \, A^{(2),(2,0)}_6\, (1,2,3,4,5) + 8 \, A^{(2),(0,0)}_6\, (1,2,3,4,5) + 2 A^{(2),(-2,0)}_6(1,2,3,4,5) \\
               + 16 \, A^{(2),(1,0)}_7\, (1,2,3,4,5) \, + 4 A^{(2),(-1,0)}_7(1,2,3,4,5) + A^{(2),(-3,0)}_7 (1,2,3,4,5) \big]
               - \big[ \dots \big]_{3 \leftrightarrow 4}=  0 \, .
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
Plus two more for the $N_f^1$ partials.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Number of Cut Diagrams &lt;/b&gt;
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;NbrOfDiagramsTable-transparent.png&#34;; style=&#34;max-width:800px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (drop the extra sub- and super-scripts)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 0mm;  margin-bottom: 0mm&#34;&gt;
     $$
     \displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} {\color{red}c_{\,\Gamma, i}}(\lambda, \tilde\lambda, \epsilon) \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -12mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For a suitable choice of integrands, we get:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: -15mm; margin-bottom: 0mm&#34;&gt;
     $$
     \displaystyle
     {\color{red}c_{\Gamma, i}}(\lambda, \tilde\lambda, \epsilon) = \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \;, \;\;\text{with} \quad a_{ij} \in \mathbb{Q} \, . 
     $$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm; margin-top: -10mm;&#34;&gt;
     Some notation:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-bottom: 0mm; margin-top: -10mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms $\quad\circ$ $D = 4 - 2 \epsilon$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Spinors: $\lambda_i = |i\rangle, \tilde\lambda_i =[i|$
     $\quad\circ$ External 4-momenta: $\lambda\tilde\lambda=p\kern-3mm/$
     $\quad\circ$ Loop $D$-momenta: $\ell $
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Numerical Generalized Unitarity &lt;/b&gt;
&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-right: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1510.05626&gt;
Ita (&amp;lsquo;15)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-left:2mm; margin-right: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1712.03946&gt;
Abreu, Febres Cordero, Ita, Page, Zeng (&amp;lsquo;17)
&lt;/a&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
$\circ$ We have an Ansatz for the loop integrand
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; display: inline-block; margin-top: -5mm; margin-bottom: 2mm;&#34;&gt;
$$
\require{color}
\displaystyle A(\lambda, \tilde\lambda, \ell) = \sum_{\Gamma} \, \sum_{i \in M_\Gamma \cup S_\Gamma} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\circ$ Generalized unitarity relates cuts of loop amplitudes to products of trees
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:0mm&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.
	&lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     Perhaps show Box and Triangle example from &lt;a style=&#34;font-size: x-large; text-align: center; float: center; margin-left:0mm; margin-right: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://inspirehep.net/files/c6d8446cc3361241b632616f3da7b735#page=63&gt;
               my PhD thesis page 63
          &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Integration By Parts Reduction &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Master / surface decomposition for non-planar topologies
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; display: inline-block; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
$$
\require{color}
\begin{align}
\kern-25mm \text{IBP-generating vectors: } &amp; \quad \displaystyle \int d^D \ell \frac{\partial }{\partial \ell^\mu_a} \frac{v^\mu_a(\ell)}{\rho_1 \dots \rho_N} = 0 \quad (\text{in dim. reg.}) \\[2mm]
\kern-25mm \text{No propagator doubling: } &amp; \quad \displaystyle \sum_{a, \mu} v^\mu_a(\ell) \frac{\partial \rho_i}{\partial \ell^\mu_a} - f_i(\ell)\rho_i = 0
\end{align}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 10mm;&#34;&gt;
     $(v^\mu_a, f_i)$ form a &lt;i&gt;syzygy module&lt;/i&gt;, solved for in &lt;i&gt;embedding space&lt;/i&gt; using &lt;code&gt;Singular&lt;/code&gt; + linear algebra.
&lt;/div
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; marign-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Semi-numerical surface terms: $\quad m_{i\in S_\Gamma}(\ell \leftarrow \text{analytical}, s_{ij} \leftarrow \text{numerical})$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern20mm\star$ dependance on external kinematics ($s_{ij}$) obtained from sparse linear systems.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Little group information retained throughout the computation
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern20mm\star$ genuine $c_{\Gamma,i}(\lambda, \tilde\lambda)$ instead of $c_{\Gamma,i}(\lambda\tilde\lambda)$ + conventions for the polarization states.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-bottom: 10mm; margin-top: 10mm&#34;&gt;Decomposition in terms of &lt;b&gt; master integrals &lt;/b&gt; &lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://arxiv.org/abs/0712.1851&gt;Ellis, Zanderighi&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://arxiv.org/abs/hep-ph/9212308&gt;Bern, Dixon, Kosower;&amp;nbsp&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://www.sciencedirect.com/science/article/pii/0550321379906059?ref=pdf_download&amp;fr=RR-2&amp;rr=7c4afcac1f343b58&gt;&#39;t Hooft, Veltman;&amp;nbsp&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; margin-top: 10mm;&#34;&gt;
$$A^{1-\text{loop},D=4}_{n} = \sum_i \color{orange}{d_i} \color{red}{I^i_{Box}} + \sum_i \color{orange}{c_i} \color{red}{I^i_{Triangle}} + \sum_i \color{orange}{b_i} \color{red}{I^i_{Bubble}} + \sum_i \color{orange}{a_i} \color{red}{I^i_{Tadpoles}} + \color{orange}{R}$$
&lt;/div&gt;

&lt;div style=&#34;width:90%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;one-loop-decomposition-transparent.png&#34;; style=&#34;max-width:750px;float:center;border:none;margin-top:-5px;&#34;&gt;
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Dim-reg is great, but it also introduces &lt;b&gt;a lot&lt;/b&gt; of junk (see next slide).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainder&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ $\mathcal{A}^{(1)}_R$ to order $\epsilon^2$ is still needed to build $\mathcal{R}^{(2)}$, but there is no reason to reconstruct it
&lt;/div&gt;
&lt;div style=&#34;text-align: right; float: right; font-size: 11pt; margin-bottom: 1mm;&#34;&gt;
     Although by the time I learned this, I had already reconstructed $\mathcal{A}^{(1)}_{5g}$ to $\epsilon^2$ $\qquad$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20);&amp;nbsp; &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{orange}{r_{i}(\lambda,\tilde\lambda)} \, \color{red}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 0mm; margin-right: 10mm; margin-bottom: 7mm;&#34;&gt;
    Goal: Reconstruct $\color{orange}{r_{i}(\lambda,\tilde\lambda)}$ from $\mathbb{F}_p$ samples
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
von Manteuffel, Schabinger (&#39;14)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
Peraro (&#39;16)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ More precisely, we would like a basis of the vector space $\text{span}(r_i(\lambda,\tilde\lambda))$ &lt;br&gt;
     $\phantom{\circ}$ (given a basis, obtaining the full set is easy).
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -10mm;&#34;&gt; Number of Indep. Functions w/o Subtraction &lt;/b&gt;&lt;/p&gt;
&lt;div&gt;
&lt;img src=&#34;DimRegJunkSizes-transparent.png&#34;; style=&#34;max-width:650px; float:center; border:none; margin-top: -5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Technical Interlude: Python Wrapper &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;u&gt; Reason 1 &lt;/u&gt;:  The rational reconstruction, $\mathbb{F}_p \rightarrow \text{Rational Function}$, is much cheaper than numerical evaluations. I want to use &lt;tt&gt;&lt;a href=&#34;https://jupyter.org/&#34;&gt;Jupyter&lt;/a&gt;&lt;/tt&gt; for interactive analysis and development.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;u&gt; Reason 2 &lt;/u&gt;: Evaluations cost up to 1-2 hours, per phase-space point, per partial amplitude! I need up to ~35k points per partial. (Less for the quark channels, see later.)
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; margin-top: 3mm;&#34;&gt;
     &lt;i&gt; We better have some caching! &lt;/i&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Pseudo-random squences of phase-space points over $\mathbb{F}_p$ or $\mathbb{Q}_p$ generated using &lt;tt&gt;&lt;a href=https://github.com/GDeLaurentis/lips&gt;lips&lt;/a&gt;&lt;/tt&gt; &amp; &lt;tt&gt;&lt;a href=https://github.com/GDeLaurentis/lips&gt;pyadic&lt;/a&gt;&lt;/tt&gt;
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;Lips.png&#34;; style=&#34;max-width:450px; float:center; border:none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt; &lt;img src=&#34;Pyadic.png&#34;; style=&#34;max-width:450px; float:center; border:none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Custom (for now private) interface to &lt;code&gt;Caravel&lt;/code&gt;, key features: &lt;span style=&#34;font-size: large; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt; $\phantom{\circ}\;$ (for Caravel developers see &lt;tt&gt;&lt;a href=https://gitlab.com/caravel-private/pynta&gt;pynta&lt;/a&gt;&lt;/tt&gt;) &lt;/span&gt; &lt;br&gt;
     $\quad \star$ caching to a SQLite database using &lt;a href=https://pypi.org/project/diskcache&gt; diskcache &lt;/a&gt; via Python decorators; &lt;br&gt;
     $\quad \star$ distributed computing into a slurm cluster (&lt;tt&gt;use_slurm_cluster=True&lt;/tt&gt;); &lt;br&gt;
     $\quad \star$ functions for IR/UV subtraction, CaravelGraph, and PentagonFunctions parsing; &lt;br&gt;
     $\quad \star$ permutations of amplitudes w/o changing call to Caravel.
&lt;/div&gt;
&lt;/section&gt;
&lt;!---
---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Memoization &lt;/b&gt;

&lt;div&gt;
&lt;img src=&#34;MemoizationChatGPT.png&#34;; style=&#34;max-width:520px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 3mm;&#34;&gt;
     $\circ$ Why? Evaluations cost up to 1-2 hours, per phase space point, per partial amplitude! &lt;br&gt;
     $\phantom{\circ}$ And I need up to ~35k points per partial. (Less for the quark channels, see later.)
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Pseudo-random squences of phase-space points over finite fields generated using &lt;a href=https://github.com/GDeLaurentis/lips&gt; lips &lt;/a&gt;
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;Lips.png&#34;; style=&#34;max-width:450px; float:center; border:none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; text-align: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Custom (for now private) interface to &lt;code&gt;Caravel&lt;/code&gt; with: &lt;br&gt;
     $\quad \star$ caching to a SQLite database using &lt;a href=https://pypi.org/project/diskcache&gt; diskcache &lt;/a&gt; via Python decorators, &lt;br&gt;
     $\quad \star$ and facilities for distributed computing into a slurm cluster.
&lt;/div&gt;

&lt;/section&gt;

---&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-and-geometric-structure&#34;&gt;Analytic and Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;based on: &lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt; &lt;br&gt;
GDL, Ita, Page, Sotnikov (to appear)&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Polynomial Quotient Rings  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Let us start from the polynomial ring of spinor components
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     $$\displaystyle \kern-50mm S_n = \mathbb{F}\left[|1⟩, [1|, \dots, |n⟩, [n|\right]$$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -14mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ the field $\mathbb{F}$ can be any of $\mathbb{Q},\mathbb{R},\mathbb{C},\mathbb{F}_p,\mathbb{Q}_p,\dots$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -16mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Define the momentum-conservation ideal as
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: -8mm;&#34;&gt;
     $$
     \displaystyle J_{\Lambda_n} = \Big\langle \sum_i |i⟩[i| \Big\rangle_{S_n}
     $$
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -80mm;&#34;&gt;
     &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: 22mm;&#34;&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: 0mm; margin-left: 22mm;&#34;&gt;
     	  Artist&#39;s Impression of $V(J_{\Lambda_n})$ &lt;br&gt; I can&#39;t draw in $4n$ dims!
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 9mm;&#34;&gt;
     $\phantom{\circ}$ physically, two polynomials $p$ and $q$ are equivalent if $p-q\in J_{\Lambda_n}$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ This defines the needed polynomial &lt;b&gt;quotient&lt;/b&gt; ring$\kern-4mm\phantom{x}^{\star}$: $\;R_n = S_n / J_{\Lambda_n} $
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    $r_i(\lambda, \tilde\lambda)$ at $n$-point belong to the Field of Fractions$\kern-4mm\phantom{x}^{\dagger}$ of $R_n$
&lt;/div&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\star R_4$ is &#34;weird&#34; (not a UFD), but it proves that polynomial rings are insufficient;
     $\;\kern-4mm\phantom{x}^\dagger$ The field of fractions of $R_3$ does not exist.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Prime Ideals &amp;amp; Irreducible Varieties  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Let us consider a very simple example (at 4-point)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \kern-50mm iA_{g^-g^-g^+g^+}^{\text{tree}} = \frac{\langle 12 \rangle^3}{\langle 23 \rangle \langle 34 \rangle \langle 41 \rangle} = \frac{[34]^3}{[12][23][41]} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ is, say, $\langle 23 \rangle$ a pole of this amplitude?
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -43mm;&#34;&gt;
     &lt;img src=&#34;ReducibleVariety-no-background.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: 22mm;&#34;&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: 0mm; margin-left: 22mm;&#34;&gt;
     	  Artist&#39;s Impression of $V(\big\langle \langle 23 \rangle\big\rangle_{R_4})$ &lt;br&gt;
	  as the union of two irreducibles
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -14mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ The question is ill posed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -5mm; margin-bottom: 1mm;&#34;&gt;
     $\phantom{\circ} \langle 23 \rangle$ does not identify an irreducible variety in $R_4$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -1mm; margin-bottom: 1mm;&#34;&gt;
     $\phantom{\circ}$ Compute $\color{green}\text{primary decompositions}$, such as
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 22mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \big\langle \langle 23\rangle \big\rangle_{R_4} = {\color{orange} \big\langle \langle 23\rangle, [14] \big\rangle_{R_4}} \cap {\color{blue} \big\langle \langle 12\rangle, \langle 13 \rangle, \langle 14\rangle, \langle 23\rangle, \langle 24 \rangle, \langle 34 \rangle \big\rangle_{R_4}} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ On the &lt;b style=&#34;color: orange&#34;&gt; first branch &lt;/b&gt; there is a simple pole, on the &lt;b style=&#34;color: blue&#34;&gt; latter branch &lt;/b&gt; the amplitude is regular.
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 12pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern38mm$ Geometry $\kern38mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Five-Point Kinematics &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The rational coefficients take the form
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\text{Num. poly}(|i\rangle,[i|)}{\text{Denom. poly}(|i\rangle,[i|)} = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j D_j^{q_{ij}}(|i\rangle,[i|)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The denominator factors $\mathcal{D}_j$ are conjectured to be restricted to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
   Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -10mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle \{\mathcal{D}_{\{1,\dots,35\}}\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_5)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1] \big\} \, , \qquad \text{Aut}(R_5) = \mathcal{P} \times \mathcal{S}_5
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34;&gt;
     $\qquad\color{green}\text{Identical to 1-loop!}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ Non-trivial statement (not proven!): all irreducible polynomials generate prime ideals, @ 5-pt.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Advantage of spinor variables:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; display: inline-block; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $1.$ little group covariant LCD (no spurious poles); $\;\;2.$ avoiding parity even/odd split. &lt;br&gt;
     $\Rightarrow\;$ fewer and simpler functions to reconstruct compared to Mandelstams or Twistors.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     Next we obtain the denomiantor exponents $q_{ij}$.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The exponents $q_{ij}$ are given by
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle \lim_{\mathcal{D}_j \rightarrow 0} r_i = (\mathcal{O}(1) \text{ const.}) \times \mathcal{D}_j^{-q_{ij}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Issue: this can be done for $\mathbb{R}$, $\mathbb{C}$, $\mathbb{Q}_p$ but &lt;u&gt;not&lt;/u&gt; $\mathbb{F}_p$ .
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Solution: univariate Thiele rational interpolation on a line going through $V(\langle \mathcal{D}_j \rangle)$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 15mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle |i\rangle \rightarrow |i\rangle (t) = |i\rangle + t c_i |\eta\rangle ,  \qquad |i] \rightarrow |i] \, , \qquad
     \text{s.t.} \quad \sum_i c_i |i] = 0
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ After interpolation on the (anti-)holomorphic slice, the rational functions read
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle r_i(t) = \frac{\text{Poly. }(t)}{\prod_j (t-t_{\mathcal{D}_j})^{q_{ij}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     where $t_{\mathcal{D}_j}$ is simply the solution to $D_j(t) = 0$. We read off the $q_{ij}$.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Complexity of the Reconstruction &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Sort the $r_i$ by mass dimension of $\mathcal{N}$ ($\approx$ Ansatz size), pick simplest subset forming a basis $r_{i \in \mathcal{B}}$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;ComplexityOfReconstruction-transparent.png&#34;; style=&#34;max-width:650px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Picking a Basis &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ We currently have:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_{i\in \mathcal{B}} M_{ij} h_j \, , \qquad M_{ij} \in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ with $r_{i\in \mathcal{B}} \subset r_i$, i.e. $M_{ij}$ is in reduced row echelon form, up to a permutation of columns.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Basic idea: change basis from a subset of pentagon function coefficients, to linear combinations
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -2mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \tilde{r}_{i&#39;} = O_{i&#39;i} \, r_{i \in \mathcal{B}} \quad \text{s.t.} \quad \text{rank}(O_{i&#39;i}) = \text{dim(span}_{FF(R_5), \mathbb{Q}}(r_{i}))
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Key insight: 
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -4mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \text{dim(span}_{FF(R_5), \mathbb{Q}}\left(\lim_{\mathcal{D_j} \rightarrow  0 }r_{i}\right)) \leq \text{dim(span}_{FF(R_5), \mathbb{Q}}(r_{i}))
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ I.e., the &lt;span style=&#34;color: red&#34;&gt;pole residues are correlated&lt;/span&gt;, build linear combinations that &lt;i&gt; &#39;&#39;remove the overlap&#39;&#39; &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Correlation of Residues &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Build Laurent expansions around $t_{\mathcal{D}_k}$ &lt;span style=&#34;font-size: 12pt&#34;&gt; (use same kind of slice &lt;a href=&#34;slides/fivepartons_dec2023/#/3/4&#34;&gt;as before&lt;/a&gt;)&lt;/span&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{q_k = \text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: -5mm;&#34;&gt;
     $\circ\,$ Repeat for several (anti-)holomorphic slices, build vectors
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 0mm;&#34;&gt;
     $$
     \vec{e}^k_{im} = (e^k_m)_{ij} = \{ e^k_{im}(\text{slice}_1), \dots, e^k_{im}(\text{slice}_n)  \}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination on the matrix $(e^k_m)_{ij}$ we can partition the space:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \text{span}_{\vec{\mathbb{Q}},\mathbb{Q}}(r_{i \in \mathcal{B}}) = \text{column}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_k^m)) \oplus \text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_k^m))
     $$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 0mm;&#34;&gt;
    Interpretation of $\text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_k^m)) \cdot r_{i \in \mathcal{B}}$: functions that do &lt;u&gt;not&lt;/u&gt; have a $D_k^m$ singularity
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Breadth-First Search &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ If a function $\tilde{r}$ does not have poles $D_{k_1}^{m_1}$ and $D_{k_2}^{m_2}$, then
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \tilde{r} \in \text{span}_{FF(R_5),\mathbb{Q}}\Bigg[\Big(\text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_{k_1}^{m_1})) \cap \text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_{k_2}^{m_2}))\Big)_{i&#39;i} \; \cdot \; r_{i\in \mathcal{B}}\Bigg]
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Build linear combination that remove as many singularities as possible, without dropping rank
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle O_{i&#39;i} = \cap_{k, m} \, \text{nulls}_{\vec{\mathbb{Q}},\mathbb{Q}} \qquad \text{(schematically)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ This is done by searching a tree of possibilities of which pole gets dropped to which order. &lt;br&gt;
     $\phantom{\circ}\,$ Several optimizations required to search an otherwise proibitively large space, naively of size
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \prod_k (m_k + 1) \quad \text{with } \; k \;\text{ enumerating } \; D_k^{m_k}
     $$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Least-Common-Denominator &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ In other words, we have reshuffled the $r_i$ by linear combinations of the others $r_{j\neq i}$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float:center; display: inline-block; font-size: x-large; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\displaystyle \tilde{r}_i = \sum_{j\neq i} O_{ij} r_j + r_i$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The rational functions now take the form
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle \tilde{r}_i(|i\rangle,[i|) = \frac{\tilde{\mathcal{N}}(|i\rangle,[i|)}{\prod_j D_j^{\tilde{q}_{ij}}(|i\rangle,[i|)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ where we have minimized $\sum_j \tilde{q}_{ij}$, compared to the $r_i$.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ This is the closest thing that I am aware of to a Gram–Schmidt procedure for vector spaces over fields that are not number fields, but in this case fields of fractions over polynomial quotient rings.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Can we think of this as defining an inner product on the space of rational functions?
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     O_{ij} \sim \langle r_i | r_j \rangle \qquad \text{(very schematically)}
     $$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
$
\begin{align}
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} (\alpha_{ij} + \beta_{ij}) &amp; = d \quad \text{: mass dimension} \\[2mm]
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} \alpha_{ij}\underbrace{\{\langle ij \rangle\}_k}_{\delta_{ik}+\delta_{jk}} + \beta_{ij}\underbrace{\{[ij]\}_k}_{-\delta_{ik}-\delta_{jk}} &amp; = \phi_k \quad \text{: k}^{th}\text{ little group weight}
\end{align}
$
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
     &lt;!---
	&lt;div style=&#34;width:15%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;div style=&#34;margin-top: 10mm; margin-bottom: 6mm;&#34;&gt; &lt;code&gt; Lips &lt;/code&gt; &lt;/div&gt;
	     &lt;div style=&#34;margin-top: 0mm; margin-bottom: 0mm;&#34;&gt; Spinor ideal &lt;/div&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: 0mm; margin-bottom: 5mm;&#34;
	     href=https://arxiv.org/abs/2305.14075&gt;
		GDL (&#39;23)
	     &lt;/a&gt;	    
	&lt;/div&gt;
    ---&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Spinor-Helicity Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div&gt;
&lt;img src=&#34;VSSizeTable-transparent.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ For the first time with an MHV two-loop five-point amplitude the results for the rational coefficients are compact enough to be present within a paper
&lt;/div&gt;
&lt;p&gt;&lt;a href=&#34;https://arxiv.org/pdf/2311.10086.pdf#page=14&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://arxiv.org/pdf/2311.10086.pdf#page=14&lt;/a&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The simplification of the basis change is &lt;u&gt;independent&lt;/u&gt; of that obtained from partial fraction decompositions, as the latter can still be performed after the former.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Can now study propertities of the amplitude &lt;br&gt;
     $\phantom{\circ}$ e.g. no function has a $\text{tr}_5$ singularity, nor a pair of $\langle i | j + k | i]$ in the same denominator.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Quarks from Gluons &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Checking whether a rational function belongs to a given vector space
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $$
     r_{\text{guess}} \stackrel{?}{\in} \text{span}_{FF(R_5), \mathbb{Q}}(r_{i})
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\phantom{\circ}$ is much simpler problem than performing a rational reconstruction! &lt;br&gt;
     $\phantom{\circ}$ It only requires as many evaluations as the dimension of the vector space.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The vector space has uniform mass dimension and phase weights
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $$
     |i⟩ \rightarrow t^{1/2}|i⟩, \; |i] \rightarrow t^{1/2}|i] \quad \forall \; i \quad \text{and} \quad
     |i⟩ \rightarrow t|i⟩, \; |i] \rightarrow \frac{1}{t}|i]
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Generate guesses for quark functions by re-scaling gluon functions
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $$
     \tilde{r}^{-}_{73}(q^+,q^-,g^+,g^+,g^-) = \frac{[14]⟨25⟩⟨45⟩}{⟨24⟩[24]⟨34⟩^2} = \frac{⟨14⟩}{⟨24⟩} \underbrace{\frac{[14]⟨25⟩⟨45⟩}{⟨14⟩[24]⟨34⟩^2}}_{r^{--}_{18}(g^+,g^-,g^+,g^+,g^-)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 2mm;&#34;&gt;
     $\circ$ We obtain most (50% of 2q3g and 90% of 4q1g) quarks functions this way.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;3y_and_Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;outlook&#34;&gt;Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 5mm;&#34;&gt;
  5-point 1-mass Amplitudes: e.g. Wjj
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
     $0.\,$ Start from analytics of &lt;a style=&#34;font-size: large&#34;; href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov (&#39;21) &lt;/a&gt; - 1.2GB of &lt;code&gt;C++&lt;/code&gt; source code.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $1.\,$ Script to split up the expressions, and compile them ($\sim 20$GB binaries) for evaluation over $\mathbb{F}_p$;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$2.\,$ Recombine the 3 projections $p_V \parallel p_1, p_V \parallel p_2, p_V \parallel p_3$ and reintroduce the little group factors &lt;br&gt; 
to build 6-point spinor-helicity amplitudes (subject to degree bounds on $|5\rangle,[5|,|6\rangle,[6|$); &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$3.\,$ Perform (rough) PFDs based on expected structures and fit the Ansatze.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: x-large; margin-top: -12mm; margin-bottom: 5mm;&#34;&gt;
Comparison of $p\bar p \rightarrow jjj$ (in full color) to $pp \rightarrow Wjj$ (at leading color):  &lt;br&gt;
&lt;/div&gt;
&lt;table width=110% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-left: -12mm; margin-bottom: 8mm; margin-top: 8mm; font-size: x-large;&#34;&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;Kinematics&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;# Poles ($W$)&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;LCD Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Partial-Fraction Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Rational Functions&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point massless&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;35&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;~200k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;~4k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$200 KB&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point 1-mass&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;200&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;5M&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$40k&lt;/td&gt;
    &lt;td style=&#34;text-align: center; background-color: yellow;&#34;&gt;$\sim$25 MB&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 2mm; margin-bottom: 5mm;&#34;&gt;
     $\displaystyle \kern-10mm \{W_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\} $
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large; margin-bottom: 10mm;&#34;&gt;
   Complexity of 2-loop 5-point 1-mass Amplitudes
&lt;/b&gt;
&lt;div style=&#34;display:block; width:100%; font-size: 16pt; margin-top: 5mm; margin-bottom: 4mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; display: inline-block; font-size: x-large;&#34;&gt;
          $\circ$ The  Ansatz size grows quickly with &lt;br&gt; multiplicity (m) and mass dimension (d): &lt;br&gt;&lt;br&gt;
          $\displaystyle \small \left(\mkern -9mu \begin{pmatrix}\, m(m-3)/2 \, \\ \, d/2 \, \end{pmatrix} \mkern -9mu \right)$ &lt;br&gt;&lt;br&gt;
          is a lower bound. &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: -28mm; margin-top: 1mm; margin-bottom: 5mm;&#34; href=https://arxiv.org/abs/2010.14525&gt;
               GDL, Maître (&#39;20)
          &lt;/a&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
          &lt;img src=&#34;AnsatzSizes.png&#34;; style=&#34;max-width:320px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm;&#34;&gt;
$\circ\,$ Compact residues for the new 2-loop (spurious?) pole, $⟨k|j|p\mkern-7.5mu/_V|l|k]-⟨j|i|p\mkern-7.5mu/_V|l|j]$, e.g.:
$$r^{(5 \text{ of } 54)}_{\bar{u}^+g^+g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{[12][23]⟨24⟩⟨46⟩^2⟨1|2+3|4]⟨2|1+3|4]}{⟨12⟩⟨23⟩⟨56⟩(⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2])^2}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm;&#34;&gt;
$\circ\,$ The three mass Grams, $\Delta_{12|34|p_V}, \Delta_{14|23|p_V}$, behave analogously to one-loop amplitudes, e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: large; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ r^{(73 \text{ of } 120)}_{\bar{u}^+g^-g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{105}{128}\frac{⟨2|1+4|3]⟨4|2+3|1]⟨6|1+4|5]s_{14}s_{23}s_{56}{\color{green}(s_{124}-s_{134})}(s_{123}-s_{234})(s_{25}+s_{26}+s_{35}+s_{36})}{{\color{orange}⟨3|1+4|2]}{\color{red}Δ_{23|14|56}^4}} + \\
\Bigg[-6\frac{[12]^2⟨13⟩[25]⟨34⟩⟨36⟩⟨56⟩[56]{\color{green}(s_{124}-s_{134})}}{{\color{orange}⟨3|1+4|2]^5}}\Bigg] + \Bigg[ \; \Bigg]_{1234\rightarrow \overline{4321}}+ \mathcal{O}\left(\frac{1}{⟨3|1+4|2]^{4}Δ_{23|14|56}^{3}}\right)$$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Conclusions
&lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Full-color 5-point massless amplitudes are well within reach, 
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Subleading color corrections can be fairly sizable
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The reconstruction can be peformed in spinor-helicity variables, which yield compact results
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Understanding the partial fraction structure of amplitudes is essential to tame their complexity
&lt;/div&gt;

---
---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
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        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
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&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
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     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -5mm;&#34;&gt; Constraints from Poles &lt;/b&gt;
&lt;br&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: x-large; margin-top: -16mm;&#34;&gt; Bootstrapping trees (?) &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 8mm;&#34;&gt;
     $\circ$ The degree of divergence / vanishing on various surfaces imposes strong constraints, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $ A^{\text{tree}}_{q^+g^+g^+\bar q^-g^-g^-} = \frac{\mathcal{N(\text{m.d.} = 6\,,\; \text{p.w.} = [-1, 0, 0, 1, 0, 0])}}{\langle 12\rangle\langle 23\rangle\langle 34\rangle [45][56][61]s_{345}}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Pretend this is un unknown integral coefficient, $\mathcal{N}$ has 143 free parameters.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ List the various prime ideal, such as
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $ \big\langle \langle 12\rangle, \langle 23\rangle, \langle 13\rangle \big\rangle, \; \big\langle |1\rangle \big\rangle, \; \big\langle \langle 12\rangle, |1+2|3]\big\rangle, \dots$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ and impose that $\mathcal{N}$ vanishes to the correct order. We determine it up to an overall constant.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2207.10125&gt;
     GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Likewise, the ansatz for $A^{\text{tree}}_{g^+g^+g^+ g^-g^-g^-}$ shrinks $1326 \rightarrow 1$, etc..
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;i&gt; Effectively, we can &lt;b&gt; compute &lt;/b&gt; trees, just from their &lt;u&gt;poles orders&lt;/u&gt;. &lt;br&gt; Note: compared to BCFW there is &lt;u&gt;no&lt;/u&gt; information about &lt;u&gt;residues&lt;/u&gt;. &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Fraction Decompositions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For true integral coefficients, we can&#39;t rely on the Ansatz to shrinks to an overall constant.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Partial fraction decompositions (PFDs) are a popular method to tame algebraic complexity.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ In my opinion, a PFD algorithm needs
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 5mm;&#34;&gt;
     $1.$ to say if two poles $W_a$ and $W_b$ are separable into different fractions; &lt;br&gt;
     $2.$ ideally, to answer $(1.)$ without having access to an analytic expression. 
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;color: green&#34;&gt;Hilbert&#39;s nullstellensatz&lt;/span&gt;: if $\mathcal{N}$ vanishes on all branches of $\langle W_a, W_b \rangle$, then the PFD is possible$\kern-3mm\phantom{x}^\dagger$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Generalizing to powers $&gt;\kern-1mm 1$ can be done via &lt;span style=&#34;color: green&#34;&gt;symbolic powers&lt;/span&gt; and the &lt;span style=&#34;color: green&#34;&gt;Zariski-Nagata Theorem&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 1mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/.&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Similarly, generalizing to non-radical ideals requires &lt;span style=&#34;color: green&#34;&gt;ring extensions&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm; margin-right: 33mm;&#34; href=https://arxiv.org/abs/.&gt;
   Campbell, GDL, Ellis (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Issue: &lt;/b&gt;evaluations on singular surfaces are expensive, but are not always needed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Opportunity: &lt;/b&gt;we get more than partial fraction decompositions.
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\dagger$ $\langle W_a, W_b\rangle$ needs to be radical.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Beyond Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 0}$: the ideal does $\color{green}\text{not involve denominator factors}$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     E.g. a 6-point function $c_i$ has a pole at $⟨1|2+3|4]$ but not at $⟨4|2+3|1]$,
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     yet it is regular on the irreducible surface $V(\big\langle ⟨1|2+3|4], ⟨4|2+3|1] \big\rangle)$. Then
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle c_i \sim \frac{⟨4|2+3|1]}{⟨1|2+3|4]} + \mathcal{O}(⟨1|2+3|4]^0) \; \text{ instead of } \; c_i \sim \frac{1}{⟨1|2+3|4]}  + \mathcal{O}(⟨1|2+3|4]^0)$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 1}$: the $\color{green}\text{degree of vanishing is non-uniform}$ across branches, for example:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \frac{s_{14}-s_{23}}{⟨1|3+4|2]⟨3|1+2|4]}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     has a double pole on the first branch, and a simple pole on the second branch of
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\big\langle⟨1|3+4|2], ⟨3|1+2|4]\big\rangle_{R_6} = \big\langle ⟨13⟩, [24] \big\rangle_{R_6} \cap \big\langle ⟨1|3+4|2], ⟨3|1+2|4], (s_{14}-s_{23})\big\rangle_{R_6}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 10mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 2}$: ideal is $\color{green}\text{non-radical}$ (example on last slide)
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \small \kern0mm \sqrt{\big\langle {\color{black}⟨3|1+4|2]}, {\color{black}Δ_{23|14|56}} \big\rangle_{R_6}} = \big\langle {\color{black}⟨3|1+4|2]}, {\color{black}s_{124}-s_{134}} \big\rangle_{R_6} $
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/hhhsep2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/hhhsep2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 31pt; text-transform: none;&#34;&gt;
	   Analytic One-Loop Amplitudes for $gg \rightarrow HHH$
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;a href=&#34;https://arxiv.org/pdf/2507.19313&#34;&gt;arXiv:2507.19313&lt;/a&gt; 
&lt;div style=&#34;font-size: large; margin-bottom:5mm;&#34;&gt; with J. M. Campbell and R. K. Ellis &lt;/div&gt;
&lt;div style=&#34;font-size: large; margin-top:10mm; margin-bottom:10mm;&#34;&gt; See also: &lt;br&gt;
&lt;span style=&#34;font-size: 12pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt; (&lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;arXiv:2504.19909&lt;/a&gt;,
&lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP07(2025)147&#34;&gt;JHEP07(2025)147&lt;/a&gt;) &lt;br&gt;
&lt;span style=&#34;font-size: 12pt;&#34;&gt;$pp\rightarrow HHj$&lt;/span&gt; (&lt;a href=&#34;https://arxiv.org/abs/2408.12686&#34;&gt;arXiv:2408.12686&lt;/a&gt;, 
&lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP10(2024)230&#34;&gt;JHEP10(2024)230&lt;/a&gt;) &lt;br&gt;
&lt;span style=&#34;font-size: 12pt;&#34;&gt;$pp\rightarrow Hjj$&lt;/span&gt; (&lt;a href=&#34;https://arxiv.org/abs/2002.04018&#34;&gt;arXiv:2002.04018&lt;/a&gt;,
&lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP05(2020)079&#34;&gt;JHEP05(2020)079&lt;/a&gt;)
&lt;/div&gt;
&lt;p&gt;HHH Workshop&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:5mm&#34;&gt; Dubrovnik, HR &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/hhhsep2025/#/&#34;&gt;gdelaurentis.github.io/slides/hhhsep2025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Theoretical Motivation &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 0mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Direct probe of triple and quartic Higgs self-couplings at current and future colliders. &lt;br&gt;
     $\phantom{\circ}\,$ We write the potential in the kappa framwork (SM: &lt;span style=&#34;font-size: 15pt&#34;&gt;$\kappa_3 = \kappa_4 = 1$&lt;/span&gt;)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
V(H) = \frac{1}{2} m_h^2 H^2 + \kappa_3 \lambda v H^3 + \kappa_4 \frac{\lambda}{4}  H^4
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\phantom{\circ}\,$ There are contributions proportional to &lt;span style=&#34;font-size: 15pt&#34;&gt;$\kappa_4$, $\kappa_3^2$ ($A_3$), $\kappa_3$ ($A_4$)&lt;/span&gt;, and no &lt;span style=&#34;font-size: 15pt&#34;&gt;$\kappa$ ($A_5$).&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
A_{\rm tot} = \delta^{AB} \frac{g_s^2}{16\pi^2} \, \frac{m_t^4}{v^3} \left(
A_3 + A_4 + A_5 \right)\, .
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 5mm; margin-top: 5mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Facilitate phenomenological studies through faster and more stable evaluations: &lt;br&gt;
     $\phantom{\circ}\,$ we observe an order of magnitude speed up compared to &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Recola2&lt;/span&gt; and &lt;span style=&#34;font-variant: small-caps;&#34;&gt;OpenLoops2&lt;/span&gt;.
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34; style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: -10mm; float: right; font-align: right;&#34;&gt; Buccioni, Lang, Lindert, Maierhöfer, Pozzorini, Zhang, Zoller&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1711.07388&#34; style=&#34;font-size: 14pt; margin-top: -6mm; margin-bottom: 0mm; float: right; font-align: right;&#34;&gt; Denner, Lang, Uccirati&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 14mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Improve understanding of the analytical structure:
     &lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
          $\qquad\star\,$ Stepping stone towards real-radiation processes and, eventually, multi-loop corrections.
     &lt;/div&gt;
     &lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
          $\qquad\star\,$ Provide necessary input to understand cancellation of spurious kinematic singularities.
     &lt;/div&gt;
     $\phantom{\circ}\,$ In this context full control over the leading order result is an essential baseline.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Feynman Diagrams for $A_3$: $\kappa_4$ &amp;amp; $\kappa_3^2$&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ The $\kappa_4$ and $\kappa_3^2$ diagrams are triangles (no contribution from pinch bubbles)
&lt;/div&gt;
&lt;img src=&#34;diagrams_self_coupling_k4_transparent.png&#34; style=&#34;max-width:70%; height:auto;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\phantom{\circ}\,$ This sub-amplitude is easily stated as (for the two indep. helicity configurations)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
\def\mt{m}
\def\mh{M_H}
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\begin{eqnarray}
A_3^{++} &amp;=&amp; 
\frac{\spb1.2}{\spa1.2} \, \frac{6\mh^2}{\mt^2(s_{12}-\mh^2)} 
 \Bigl[(4\mt^2-s_{12}) C_0(p_1,p_2; \mt)+2\Bigr]\times
 \left(\kappa_4+ \frac{3\kappa_3^2 \mh^2}{s_{34}-\mh^2} + \text{perms.} \right) \, ,
\\
A_3^{-+} &amp;=&amp; 0 \, .
\end{eqnarray}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\phantom{\circ}\,$ Where $C_0(p_1,p_2; \mt)$ is the scalar triangle Feynman integral: $\frac{1}{i \pi^{2}} \int \,  \frac{d^4 l}{d_0 \; d_1 \; d_2} $
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Feynman Diagrams for $A_4$ and $A_5$: $\kappa_3$ &amp;amp; no $\kappa$ &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ The $\kappa_3$ diagrams are boxes (and triangle pinches, but no bubble contribution)
&lt;/div&gt;
&lt;img src=&#34;diagrams_self_coupling_k3_transparent.png&#34; style=&#34;max-width:70%; height:auto; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\phantom{\circ}\,$ Their contribution is also fairly simple, it can be written in 4 or 5 lines.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 8mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ The background diagrams are by far the most complicated,
&lt;/div&gt;
&lt;img src=&#34;diagrams_background_transparent.png&#34; style=&#34;max-width:70%; height:auto; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\phantom{\circ}\,$ We require a different approach to tackle them analytically.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Computation Setup &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -10mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 2mm; margin-top: -4mm;&#34;&gt;
$\circ$ We perform a first analytic computation in two ways
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. A standard computation directly from Feynman diagrams &lt;br&gt;
	     2. A generalized-unitarity computation from cut-diagrams (i.e. products of trees) &lt;br&gt;
          $\kern2mm$ In this approach the amplitude is constructed as (schematically)
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\Gamma&#39; \ge \Gamma} \kern0mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 2mm; margin-top: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
          $\kern2mm$ The sum in the RHS is over all topologies &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\Gamma&#39;$&lt;/span&gt; that have at least the cut propagators $\Gamma$, &lt;br&gt;
          $\kern2mm$ and the product is over propagators that have not been cut.
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Pentagons are reducible to linear combination of boxes, and we observe all bubbles vanish, leaving:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     A_5^{h_1h_2} = \sum_{a,b,c} d^{h_1h_2}_{p_a\times p_b \times p_c } D_0(p_a, p_b, p_c; m_t) + \sum_{a,b} c^{h_1h_2}_{p_a\times p_b} C_0(p_a, p_b; m_t)
	     $$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: -3mm;&#34;&gt;
     $\circ$ This yields a few MBs of optimized &lt;span style=&#34;font-variant: small-caps;&#34;&gt;FORM&lt;/span&gt; routines for the integral coefficients, which we simplify.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 3mm;&#34;&gt;
     $\circ$ In principle, a numerical program for &lt;span style=&#34;font-size: 15pt&#34;&gt;$d^{h_1h_2}_{p_a\times p_b \times p_c }$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt&#34;&gt;$c^{h_1h_2}_{p_a\times p_b}$&lt;/span&gt; would suffice for what follows.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Overview of the Approach &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Goal is to obtain simple forms for &lt;span style=&#34;font-size: 15pt&#34;&gt;$d^{h_1h_2}_{p_a\times p_b \times p_c }$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt&#34;&gt;$c^{h_1h_2}_{p_a\times p_b}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     $\star$ We will use only numerical evaluations to study their analytic     structure &lt;br&gt;
     $\star$ We will parametrize the possible functional form (Ansatz) and solve for free coefficients
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     Think of this as a bootstrap approach, helped by additional numerical information.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The analytic structure should be clear with $p^\mu \in \mathbb{C}^{4}$ (good $\mathbb{R}^{4}$ behaviour will follow)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\star}$ In practice, take &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p^{\mu=y}\in i\mathbb{Q} \; \Rightarrow \; E\pm p^z \text{ and } p^x\pm ip^y \in \mathbb{R} \; \Rightarrow \; \lambda_{\alpha} \in \mathbb{R} \text{ or } \mathbb{Q}$&lt;/span&gt; &lt;br&gt;
     $\phantom{\star}$ This allows us to generate phase space points in a finite field (modular arithmetics)
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34;&gt;from syngular import Field
from lips import Particles
Particles(5, field=Field(&#34;finite field&#34;, 2 ** 31 - 1, 1), seed=0)  # Fp
Particles(5, field=Field(&#34;padic&#34;, 2 ** 31 - 1, 5), seed=0)  # Qp
Particles(5, field=Field(&#34;mpc&#34;, 0, 300), seed=0)  # C (examples for massless PSPs)
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$  Analytic manipulations are too complex, we bypass this complexity by letting cancellations &lt;br&gt;
     $\phantom{\circ}$ happen numerically. Modular arithmetic will ensure we do not lose precision.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic--geometric-structure&#34;&gt;Analytic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;algebro-geometric formulation for physicists in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see also Sturmfeld et al. &amp;ldquo;Spinor-Helicity Varieties&amp;rdquo;:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2406.17331&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2406.17331&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Variables Subject to Constraints &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Consider polynomials &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f, g, h$&lt;/span&gt; in two variables &lt;span style=&#34;font-size: 14pt;&#34;&gt;$x, y$&lt;/span&gt;. They live in a &lt;b&gt;polynomial ring&lt;/b&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y), g(x, y), h(x, y) \in \mathbb{Q}[x, y] \, .
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We may want to consider e.g. funcitons on the unit circle, &lt;span style=&#34;font-size: 14pt;&#34;&gt;$(x^2+y^2-1)$&lt;/span&gt;. If we have
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y) \approx g(x, y) + h(x, y) (x^2+y^2-1) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ then we should consider &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f(x,y)$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt;&#34;&gt;$g(x, y)$&lt;/span&gt; as equivalent, for any &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x,y)$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ This structure is that of a polynomial &lt;b&gt;quotient&lt;/b&gt; ring
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \mathbb{Q}[x, y] \big/ \big\langle x^2+y^2-1 \big\rangle \\[2mm]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ its elements are &lt;b&gt;equivalence classes&lt;/b&gt; of polynomials.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\big\langle x^2+y^2-1 \big\rangle \subset \mathbb{Q}[x, y]$&lt;/span&gt; is an example of an &lt;b&gt;ideal&lt;/b&gt;, that is the infinite set of polynomials &lt;br&gt; 
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x, y) (x^2+y^2-1)$&lt;/span&gt;, for any &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x,y)$&lt;/span&gt;, that vanishes on the unit circle.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Massless Scattering &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt;&#34;&gt;$n$&lt;/span&gt;-point massless scattering, the quotient ring is
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{n} = \mathbb{F}\Big[|1⟩_{\alpha}, [1|_{\dot\alpha}, \dots, |n⟩_{\alpha}, [n|_{\dot\alpha} \Big] \Big/ \Big\langle {\textstyle \sum_{i=1}^n} |i\rangle[ i | \Big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Recall the simple relation &lt;span style=&#34;font-size: 14pt;&#34;&gt;$p_i^\mu \sigma^\mu_{\alpha\dot\alpha} = |i\rangle_\alpha [i|_{\dot\alpha}$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &#34;unit circle&#34; is now the codimension &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4$&lt;/span&gt; &#34;momentum conservation&#34; &lt;b&gt;variety&lt;/b&gt; within a &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4n$&lt;/span&gt; &lt;br&gt; $\phantom{\circ}$ dimensional space. On this variety we have equivalence relations such as 
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle \langle 1|2+3|1]=\langle 1|-1-4-5|1]=-\langle 1|4+5|1] \quad \text{in} \quad R_5
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Integral coefficients are rational functions &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; in the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_n$&lt;/span&gt;,
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\mathcal{D}(|i\rangle,[i|)} \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Covariant Q-Ring for $\text{ggHHH}$ &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow HHH$&lt;/span&gt; we use the massive spinor-helicity (or spin-spinor) formalism, &lt;br&gt;
     $\phantom{\circ}$ albeit in a very simplified form since scalars have no states.
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1809.09644&#34; style=&#34;font-size: 14pt; margin-bottom: -6mm; margin-top: -5mm; float: right; font-align: right;&#34;&gt; Shadmi, Weiss &lt;/a&gt; &lt;a href=&#34;https://arxiv.org/abs/1802.06730&#34; style=&#34;font-size: 14pt; margin-bottom: -6mm; margin-top: -5mm;  margin-right: 31mm; float: right; font-align: right;&#34;&gt; Ochirov; &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1709.04891&#34; style=&#34;font-size: 14pt; margin-bottom: -10mm; margin-top: -11mm; margin-right: 0mm; float: right; font-align: right;&#34;&gt; Arkani-Hamed, Huang, Huang;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 12mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{HHH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, \boldsymbol{3}_{\alpha,\dot\alpha}, \boldsymbol{4}_{\alpha,\dot\alpha}, \boldsymbol{5}_{\alpha,\dot\alpha} \big]}{\big\langle |1\rangle[1|+|2\rangle[2| + \boldsymbol{3}_{\alpha,\dot\alpha} + \boldsymbol{4}_{\alpha,\dot\alpha} + \boldsymbol{5}_{\alpha,\dot\alpha}, \;\, \boldsymbol{3}_{\alpha,\dot\alpha} \boldsymbol{3}^{\dot\alpha,\alpha} - \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha}, \;\, \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha}- \boldsymbol{5}_{\alpha,\dot\alpha} \boldsymbol{5}^{\dot\alpha,\alpha} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\boldsymbol{3}_{\alpha,\dot\alpha} \boldsymbol{3}^{\dot\alpha,\alpha} = \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha} = \boldsymbol{5}_{\alpha,\dot\alpha} \boldsymbol{5}^{\dot\alpha,\alpha} = 2 M_h^2$&lt;/span&gt;, &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\boldsymbol{3}_{\alpha,\dot\alpha},\boldsymbol{4}_{\alpha,\dot\alpha},\boldsymbol{5}_{\alpha,\dot\alpha}$&lt;/span&gt; are full-rank (unfactorizable).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ It is sometimes useful to map to a set of all massless momenta / spinors,
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1601.08113&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Marzolla&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1605.07402&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Joung, Mkrtchyan;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle 1 \rightarrow 1, 2 \rightarrow 2, \boldsymbol{3} \rightarrow 3+4, \boldsymbol{4} \rightarrow 5+6, \boldsymbol{5} \rightarrow 7+8
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ but if we want neat expressions we must be careful not to overparametrise the space!
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Our coefficients &lt;span style=&#34;font-size: 15pt&#34;&gt;$d^{h_1h_2}_{p_a\times p_b \times p_c }$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt&#34;&gt;$c^{h_1h_2}_{p_a\times p_b}$&lt;/span&gt; belong to the field of fractions over &lt;span style=&#34;font-size: 15pt&#34;&gt;$R_{HHH}$&lt;/span&gt;.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: -3mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ We can now determine the least common denominators (LCDs),
          &lt;/div&gt;
          &lt;div style=&#34;font-size:15pt; text-align: center; margin-top: 2mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \mathcal{D} = \prod_j \mathcal{D}_j^{q_{ij}} \in R_{HHH} \; , \; \mathcal{D}_j \text{ irreducible} \, ,
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ from a univariate slice &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt; giving us &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathcal{D}(t)$&lt;/span&gt;, &lt;br&gt; 
               $\phantom{\circ}\,$ if we know the possible &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt;.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ The curve must intersect all varieties &lt;span style=&#34;font-size: 16pt&#34;&gt;$V(\langle \mathcal{D}_j \rangle)$&lt;/span&gt;, e.g.
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle |i\rangle \rightarrow |i\rangle + t a_i |\eta\rangle, [i| \rightarrow [i| + t b_i [\eta|
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Solve for &lt;span style=&#34;font-size: 16pt&#34;&gt;$a_i, b_i$&lt;/span&gt; such that constraints are satisfied. For &lt;span style=&#34;font-size: 16pt&#34;&gt;$HHH$&lt;/span&gt;, &lt;br&gt;
               $\phantom{\circ}\,$ we can use the massless algorithm at 8 point (or shift the &lt;span style=&#34;font-size: 16pt&#34;&gt;$p_{\alpha,\dot\alpha}$&lt;/span&gt;).
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -7mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               The space has dimension $20-6=14$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $14-1=13$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 10mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; $HHH$ LCD Factors &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The irreducible denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; for &lt;span style=&#34;font-size: 14pt&#34;&gt;$HHH$&lt;/span&gt; are
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \begin{gathered}
     \mathcal{D}_{HHH} = \big\{ 
          ⟨1|2⟩, [1|2], ⟨2|𝟓|1], ⟨2|𝟒|1], ⟨2|𝟑|1], ⟨1|𝟑|2], [1|𝟑|𝟓|1], ⟨1|𝟑|𝟓|1⟩, ⟨1|𝟓|𝟒|2⟩, [2|𝟒|𝟓|1], Δ_{12|𝟑|𝟒|𝟓}, \\
          ⟨2|𝟑|𝟒|𝟓|1], ⟨1|𝟓|𝟒|𝟑|2], ⟨1|2⟩[1|2]⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2, \\
          ⟨1|𝟑|2]⟨2|𝟒|𝟓|1⟩[1|𝟑|2⟩[2|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2
     \big\}
     \end{gathered}
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ plus closure under permutations, where 
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \Delta_{12|3|4|5} \;=\;
\det\begin{pmatrix}
p_{12}\!\cdot\! p_{12} &amp; p_{12}\!\cdot\! p_{3} &amp; p_{12}\!\cdot\! p_{4} \\
p_{3}\!\cdot\! p_{12} &amp; p_{3}\!\cdot\! p_{3}   &amp; p_{3}\!\cdot\! p_{4} \\
p_{4}\!\cdot\! p_{12} &amp; p_{4}\!\cdot\! p_{3}   &amp; p_{4}\!\cdot\! p_{4}
\end{pmatrix} \quad \text{ and } \quad\quad
   \begin{aligned}
       \text{tr}_5(1|2|3|4) &amp;= \text{tr}(\gamma^5 p_1 p_2 p_3 p_4) \\
       &amp;= [1|2|𝟑|𝟒|1⟩ - ⟨1|2|𝟑|𝟒|1]
     \end{aligned}
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ The two poles mixing kinematics with the top mass are what is left overs of the pentagons.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For example, for an integral coefficient at this stage we see
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4}= \frac{\mathcal{N}}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]Δ_{12|𝟑|𝟒|𝟓}}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ For some unknown &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; which would be fairly complicated in this LCD form.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; A Concrete Example &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For instance, we aim to find a form like
&lt;/div&gt;
&lt;div style=&#34;font-size: 12pt; margin-top: 10mm; margin-bottom: 3mm&#34;&gt;
$$ 
\begin{gathered}
\hat d^{++}_{12\times 3 \times 4}=\Bigg\{\frac{[2|𝟒|𝟑-𝟓|2]\text{tr}(𝟓|𝟒|𝟑|1-2)}{4⟨12⟩⟨1|𝟓|𝟒|𝟑|2]} -
\frac{(s_{𝟑𝟒}-2m_h²)(s_{𝟑𝟓}+m_h²-2s_{2𝟒})}{2⟨12⟩²} -
\frac{(\text{tr}(1-2|𝟑)m_h²+⟨1|𝟑|𝟒|2⟩[12])}{⟨12⟩²} +\\
-\frac{(s_{𝟒𝟓}-s_{𝟑𝟒})²(s_{1𝟑}-s_{2𝟑})(s_{1𝟑}+s_{2𝟑})(\text{tr}(1+2|𝟒)+4s_{𝟑𝟒}-8m_t²)}{32⟨12⟩²Δ_{12|𝟑|𝟒|𝟓}} +\\
-\frac{(s_{𝟒𝟓}-s_{𝟑𝟒})(s_{1𝟑}-s_{2𝟑})(s_{𝟑𝟒}-m_h²)((s_{𝟒𝟓}-s_{𝟑𝟒})\text{tr}(1+2|𝟒)+s_{𝟑4}(s_{1𝟑}+s_{2𝟑})-s_{𝟑4}(s_{𝟑𝟒}-2m_h²)-8s_{123}m_t²)}{8⟨12⟩²Δ_{12|𝟑|𝟒|𝟓}} +\\
\frac{Δ_{12|𝟒|𝟑5}(s_{1𝟑}-s_{2𝟑})(s_{1𝟑}+s_{2𝟑})(\text{tr}(1+2|𝟒)-8m_t²)}{8⟨12⟩²Δ_{12|𝟑|𝟒|𝟓}} \Bigg\} + \Bigg\{12𝟑𝟒𝟓\rightarrow21𝟓𝟒𝟑\Bigg\}
\end{gathered}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Challenge 1: how do we parametrize the numerators?
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Challenge 2: in LCD form the numerators are often too complicated. &lt;br&gt;
     $\kern18mm$ How do we identify allowed partial fraction decompositions?
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Quotient Sub-Rings &lt;/b&gt;&lt;/p&gt;
&lt;p style=&#34;margin-top: -6mm; margin-bottom: 2mm; font-size: 15pt;&#34;&gt;
(see also &lt;a href=https://arxiv.org/abs/2509.14350&gt;2509.14350&lt;/a&gt;, &lt;i&gt;Some remarks on invariants&lt;/i&gt;)
&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Helicity amplitudes are Lorentz invariant: minimal ansätze are build in the &lt;b&gt;invariant sub-ring&lt;/b&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ General construction for Lorentz-invariant sub-rings through elimination theory
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Build a ring with both covariant and invariant variables (here showing massless case)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathbb{F}\big[ |i\rangle, [i|, \langle i j\rangle , [ij] \big]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Define relations among variables (on top of existing constraints, e.g. &lt;span style=&#34;font-size: 15pt&#34;&gt;$p_3^2=p_4^2$&lt;/span&gt;)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\big\{ \langle ij \rangle - \epsilon^{\beta\alpha} \lambda_{i\alpha}  \lambda_{j, \beta}, [ij] - \tilde\lambda_{i\dot\alpha} \epsilon^{\dot\alpha\dot\beta} \tilde\lambda_{j, \dot\beta} \big\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Compute a lexicographical Groebner basis with invariants &gt; covariants
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For  &lt;span style=&#34;font-size: 15pt&#34;&gt;$HHH$&lt;/span&gt;, this yields the following quotient ring for the invariants
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{HHH} = \frac{\underbrace{\substack{\normalsize\kern-30mm\mathbb{F}\big[ ⟨1|2⟩, [1|2], ⟨1|𝟑|1], ⟨1|𝟑|2], ⟨2|𝟑|1], ⟨2|𝟑|2], ⟨1|𝟒|1], ⟨1|𝟒|2], ⟨2|𝟒|1], ⟨2|𝟒|2],\\[2mm] \normalsize \kern10mm ⟨1|𝟑|𝟒|1⟩, ⟨1|𝟑|𝟒|2⟩, ⟨2|𝟑|𝟒|2⟩, [1|𝟑|𝟒|1], [1|𝟑|𝟒|2], [2|𝟑|𝟒|2], \text{tr}(𝟑|𝟑), \text{tr}(𝟑|𝟒), \text{tr}(𝟒|𝟒), m_h^2
 \big]}}_{20 \text{ variables}}}{\big\langle \underbrace{\text{tr}(𝟒|𝟒)-2m_h^2, \text{tr}(𝟑|𝟑)-2m_h^2, ⟨2|\boldsymbol{3}|2]⟨2|\boldsymbol{4}|1]-⟨2|\boldsymbol{3}|1]⟨2|\boldsymbol{4}|2]-[1|2]⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩, ...}_{\text{subject to } 122 \; \text{redundancy relations / Schouten identities (only first 2 are trivial rewritings)}} \big\rangle}
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form (for the massless case)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 4mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence. &lt;br&gt;
     $\phantom{\circ}$ For HHH we have polynomials in the 20 invariants from the previous slide.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of the ideal of the redundancies.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ We want a mathematically rigorous answer to the question
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ without knowing &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; analytically. The complexity should not depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; (besided numerical evaluations). &lt;br&gt;
     $\phantom{\circ}$ The complexity will depend on the irreducible polynomials &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}_1, \mathcal{D}_2$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\langle {\color{orange}xy^2 + y^3 - z^2} \rangle + \langle {\color{blue}x^3 + y^3 - z^2} \rangle = \langle xy^2 + y^3 - z^2, x^3 + y^3 - z^2 \rangle = \langle {\color{red}2y^3-z^2, x-y} \rangle \cap \langle {\color{green}y^3-z^2, x} \rangle \cap \langle {\color{blue}z^2, x+y} \rangle
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ This is a primary decomposition, it is the equivalent for polynomials of say: &lt;span style=&#34;font-size: 14pt&#34;&gt;$12 = 2^2 \times 3$&lt;/span&gt; &lt;br&gt; 
     $\phantom{\circ}$ If &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches, than the partial fraction decomposition exists.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -21mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -11mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2506.08452&gt;
   Xia, Yang (&#39;25)
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Let&#39;s go back to our example
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: 3mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4}= \frac{\mathcal{N} \leftarrow 2794 \text{ free parameters }}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]Δ_{12|𝟑|𝟒|𝟓}}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 8mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We can prove &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1]$&lt;/span&gt; can be separated, their primary decomposition reads
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 3mm; margin-bottom: 4mm&#34;&gt;
$$ 
\big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1] \big\rangle = \big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1], \text{tr}_5 \big\rangle \cap \big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1], s_{2𝟑}, s_{1𝟓} \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Generate two phase space points, one for each branch, and verify the numerator vanishes.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 8mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Similarly, with four evaluations we can prove &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2], Δ_{12|𝟑|𝟒|𝟓}$&lt;/span&gt; can be separated,
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 3mm; margin-bottom: 4mm&#34;&gt;
$$ 
\big\langle ⟨1|𝟓|𝟒|𝟑|2] , \, Δ_{12|𝟑|𝟒|𝟓} \big\rangle= \big\langle M_H, \; 𝟓_{\alpha\dot\alpha}𝟒^{\dot\alpha\beta} \big\rangle \cap \big\langle M_H, \; 𝟒^{\dot\alpha\alpha}𝟑_{\alpha\dot\beta} \big\rangle \cap \big\langle \langle 1 | 𝟑 | 2], \; \langle 1 | 𝟒 | 2], \; \langle 1 | 𝟑 | 𝟒 | 1 \rangle, [2 | 𝟑 | 𝟒 | 2] \big\rangle \cap \big\langle ??? \big\rangle
$$
&lt;/div&gt;&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Although we don&#39;t have a complete set of generators for the last branch, we can still sample it.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Fit &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2]$&lt;/span&gt; residue by sampling in limit &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2] \rightarrow 0$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: 10mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4} = \frac{\mathcal{N} \leftarrow 112 \text{ free parameters }}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]} + \mathcal{O}(⟨1|𝟓|𝟒|𝟑|2]^0)
$$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;br-conclusions-br--br-outlook&#34;&gt;&lt;br&gt; Conclusions &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Analytic Results for Theory and Phenomenology &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Analytic expressions implemented in &lt;a href=&#34;https://mcfm.fnal.gov/&#34;&gt;MCFM&lt;/a&gt;, for phenomenology use this efficient Fortran implementation
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1909.09117&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Neumann&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1503.06182&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Ellis, Giele;&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1105.0020&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Ellis, Williams;&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 10mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares-results&lt;/a&gt; (human readable exprs in &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/&#34;&gt;docs&lt;/a&gt;) with &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for coefficients and/or full amplitudes
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;antares-results-transparent.png&#34; 
          style=&#34;width: 100%; max-width: 700px; float: left; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Challenges &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Can we always verify constraints numericaly? Alternatively, can we predict/guess them? &lt;br&gt;
$\phantom{\circ}\,$ &lt;span style=&#34;font-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic evaluations can be costly (especially with multi-loop amplitudes).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Imposing multiple constraints at ones means computing ideal intersections, which can be highly non-trivial:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\mathcal{N} \in \langle q_1, q_2 \rangle \cap \langle q_3, q_4 \rangle \stackrel{?}{=} \langle q_1q_3, q_1q_4, q_2q_3, q_2 q_4\rangle 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Unfortunately not always. This is called a &lt;i&gt;complete intersection&lt;/i&gt; when it holds.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Therefore, either: 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ we compute the intersection explicitly (can be prohibitively hard),
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ or we have to make a choice of which constrain we manifest (trial and error).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Computing primary decompositions with these many variables is hard, Singular can&#39;t do it on its own.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Even constructing the ansatz requires a Groebner Basis, which in some cases Singular doesn&#39;t easily give. &lt;br&gt;
$\phantom{\circ}\,$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$pp\rightarrow HHHj$&lt;/span&gt; we don&#39;t have the full GB, we need to remove redundancies through linear algebra.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ The reduction to master integrals of the amplitude is often not easy in the first place.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;dubrovnik.jpeg&#34;
  &gt;

&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
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        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
        &lt;a href=&#34;https://gohugo.io/&#34;&gt;hugo&lt;/a&gt;, 
        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Backup slides. &lt;/b&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Effective Pentagons &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ As mentioned, pentagons can be reduced to a combination of boxes,
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
\begin{eqnarray}
  &amp;&amp;E_0(p_1,p_2,p_3,p_4;\mt)=
  c^{(1)} D_0(p_2,p_3,p_4;\mt)
  +c^{(2)} D_0(p_{12},p_3,p_4;\mt) \\
  &amp;+&amp;c^{(3)} D_0(p_1,p_{23},p_4;\mt)
  +c^{(4)} D_0(p_1,p_2,p_{34};\mt)
  +c^{(5)} D_0(p_1,p_2,p_3;\mt)\, .
\end{eqnarray}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We find it useful to write the box coefficients in terms of effective pentagons &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; and boxes &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat d$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
d^{h_1h_2}_{p_a\times p_b \times p_c } =  \sum_{i=\{i_1,i_2\}} c^{(i)} \hat e_{p_x \times p_y \times p_z \times p_w}+ \hat d^{h_1h_2}_{p_a\times p_b \times p_c }
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where the sum involves the two pentagons that pinch to the given box.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The coefficients &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat d$&lt;/span&gt; are not uniquely defined, but &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; has the property of capturing &lt;br&gt;
     $\phantom{\circ}$ the residue of the poles that mix top-mass and kinematic dependence. &lt;br&gt;
     $\phantom{\circ}$ The non-uniqueness comes from, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
⟨1|2⟩[1|2]⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2=0
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example of Code Syntax &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ This is just a couple of pip install&#39;s aways
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;field = Field(&#34;padic&#34;, 2 ** 31 - 1, 5)
oPs8pt = Particles(8, field=field, seed=0)
oPs8pt._singular_variety((&#34;s_34-s_56&#34;, &#34;s_56-s_78&#34;, &#39;⟨1|7+8|5+6|3+4|2]&#39;, &#39;⟨2|3+4|5+6|7+8|1]&#39;),
                         (field.digits, field.digits, 1, 1), seed=0,
                         generators=(&#39;s_34-s_56&#39;, &#39;s_56-s_78&#39;, &#39;⟨1|7+8|5+6|3+4|2]&#39;, 
                                     &#39;⟨2|3+4|5+6|7+8|1]&#39;, &#39;tr5(1|2|3+4|5+6)&#39;))
oPs8pt.m_t = field.random()
oPs8pt.m_h = &#34;sqrt(s_34)&#34;
oPs5pt = oPs.cluster([[1, ], [2, ], [3, 4], [5, 6], [7, 8]])
&lt;p&gt;from antares_results.HHH.ggHHH.pp import coeffs as coeffs_pp
coeffs_pp[&amp;rsquo;d_12x3x4&amp;rsquo;](oPsC)
&lt;/code&gt;&lt;/pre&gt;&lt;/p&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt&#34;&gt;130808068*2147483647^-1 + 687356881 + 792807618*2147483647 + 696603492*2147483647^2 + O(2147483647^3)
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     The denominator goes like &lt;span style=&#34;font-size: 13pt&#34;&gt;$p^2$&lt;/span&gt;, but the coefficient goes like &lt;span style=&#34;font-size: 13pt&#34;&gt;$p^{-1} \Rightarrow$&lt;/span&gt; the numerator vanishes linearly.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The output is a &lt;span style=&#34;font-size: 15pt&#34;&gt;$p$&lt;/span&gt;-adic number, i.e. a Laurent series in powers of the prime.&lt;br&gt; 
     $\phantom{\circ}$ With finite fields we cannot do this (with just one evaluation)! It would be dividing by zero.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Core Tools - Fully Open Source &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For fleshed out examples see e.g. &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22)&lt;/a&gt; or &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;Appendix B of 2504.19909&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     Install from github (&lt;code style=&#34;font-size:14pt;&#34;&gt;git clone&lt;/code&gt;) or PyPI (&lt;code style=&#34;font-size:14pt;&#34;&gt;pip install&lt;/code&gt;); use of Jupyter is recommended.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;pyadic&lt;/a&gt;&lt;br&gt;
     $\quad\rightarrow$ Finite field $\mathbb{F}_p$ and $p$-adic $\mathbb{Q}_p$ number types, including field extensions &lt;br&gt;
     $\quad\rightarrow$ rational number reconstruction (Wang&#39;s EEA, LGRR, MQRR) &lt;br&gt;
     $\quad\rightarrow$ univariate and multivariante Newthon &amp; univariate Thiele interpolation algorithms in $\mathbb{F}_p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; (in the backhand &lt;a href=&#34;https://www.singular.uni-kl.de/index.php.html&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;Singular&lt;/a&gt;  is used for many operations)&lt;br&gt;
     $\quad\rightarrow$ object-oriented algebraic geometry (Field, Ring, Quotient Ring, Ideal) &lt;br&gt;
     $\quad\rightarrow$ ring-agnostic monomials and polynomials (with support for unicode characters, e.g. spinor brackets)&lt;br&gt;
     $\quad\rightarrow$ multivariate solver (Ideal.point_on_variety), under- and over-constrained systems OK &lt;br&gt;
     $\quad\rightarrow$ a semi-numerical prime and primary ideal test (assumes equi-dimensionality of ideal)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt; (Lorentz invariant phase space)&lt;br&gt;
     $\quad\rightarrow$ phase space points over any field ($\mathbb{Q}, \mathbb{Q}[i], \mathbb{R}, \mathbb{C}, \mathbb{Q}_p, \mathbb{F}_p$), including internal and external masses &lt;br&gt;
     $\quad\rightarrow$ evaluate any Mandelstam or spinor expression (custom ast/regex parser) &lt;br&gt;
     $\quad\rightarrow$ generation of any special kinematic configuration (wrapper around Ideal.point_on_variety)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt; (automated numerical to analytical reconstruction software) - still under development &lt;br&gt;
     $\quad\rightarrow$ Univariate slicing, LCD determination, basis change, multivariate partial fractioning strategies, &lt;br&gt;
     $\phantom{\rightarrow}$ constraining of numerators, Ansatz generation and fitting strategies, etc.
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/ichep_jul2024/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/ichep_jul2024/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 28pt;&#34;&gt;
	   Two-Loop Five-Point Amplitudes &lt;br&gt;
	   in the Spinor Helicity Formalism
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2311.10086&#34;&gt;arXiv:2311.10086&lt;/a&gt;, &lt;a href=&#34;https://arxiv.org/abs/2311.18752&#34;&gt;arXiv:2311.18752&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom: 10pt;&#34;&gt; (GDL, H. Ita, M. Klinkert, V. Sotnikov) &lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/24xx.xxxxx&#34;&gt;arXiv:24xx.xxxxx&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (GDL, H. Ita, B. Page, V. Sotnikov) &lt;/div&gt;
&lt;p&gt;ICHEP 2024
&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/fivepartons_dec2023/#/&#34;&gt;gdelaurentis.github.io/slides/ichep_jul2024&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Cross Sections at the Large Hadron Collider &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: 0mm;&#34;&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;img src=&#34;LHC_map.jpg&#34; style=&#34;max-width:480px; border:none; margin-top: 8.5mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;img src=&#34;ATLAS-XSections-transparent.png&#34; style=&#34;max-width:450px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; float: left; margin-top: -2mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ Observations at the LHC are beautifully predicted by the Standard Model through,
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\require{color}
\require{amsmath}
σ_{2 \rightarrow n - 2} = \sum_{a,b} \int dx_a dx_b f_{a/h_1}(x_a, \mu_F) \, f_{b/h_2}(x_b, \mu_F) \;\hat{\sigma}_{ab\rightarrow n-2}(x_a, x_b, \mu_F, \mu_R) \, , \\
\hat{σ}_{n}=\frac{1}{2\hat{s}}\int d\Pi_{n-2}\;(2π)^4δ^4\big(\sum_{i=1}^n p_i\big)\;|\overline{\mathcal{A}(p_i,h_i,a_i,μ_F, μ_R)}|^2 \, .
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; float:center; font-size: 18pt; margin-top: -3mm; margin-bottom: 4mm;&#34;&gt;
    $\phantom{\circ}\,$ At least to the extent with which we can compute &lt;span style=&#34;font-size: 15pt&#34;&gt; $\mathcal{A} = \mathcal{A}^{(0)} + \alpha_{(s)}\mathcal{A}^{(1)} + \alpha^2_{(s)}\mathcal{A}^{(2)} + \dots$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Precision Physics Requires NNLO Corrections &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; float: left; margin-top: -1mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ NNLO corrections can still be large! Especially in the presence of loop-induced channels,
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top:4mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; float: centre; text-align: centre; margin-top:12mm; &#34;&gt;
              $\sigma^{\text{NNLO}}_{pp\rightarrow \gamma\gamma\gamma}$
          &lt;/div&gt;
          &lt;img src=&#34;1911.00479.crosssection.png&#34;; style=&#34;max-width:450px;float:center;border:none;margin-top:0px;margin-bottom:-5mm;&#34;&gt;
          &lt;a style=&#34;font-size: 12pt; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1911.00479&gt;
               Chawdhry, Czakon, Mitov, Poncelet (&#39;19)
          &lt;/a&gt;
      &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; float: centre; text-align: centro; &#34;&gt;
              $d\sigma^{\text{NNLO}}_{pp\rightarrow W(\rightarrow \ell\nu)\gamma}/dy_\gamma$
          &lt;/div&gt; 
          &lt;img src=&#34;NNLODifferential.png&#34;; style=&#34;max-width:360px;float:center;border:none;margin-top:0px;margin-bottom: -10mm;&#34;&gt; &lt;br&gt;
          &lt;a style=&#34;font-size: 12pt; text-align: center; float: center; margin-top: -15mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2105.00954&gt;
               Campbell, GDL, Ellis, Seth (&#39;21)
          &lt;/a&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 0mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ High-multiplicity two-loop amplitudes required also because:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;display:block; width:100%;margin-top:-2mm;&#34;&gt;
  &lt;div style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; &#34;&gt;
       $\qquad\star$ At high energy, some radiation is more likely than no radiation (captured by resummation);
  &lt;/div&gt;
  &lt;div style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; &#34;&gt;
       $\qquad\star$ As real-virtual-virtual contributions to emerging N$^{3}$LO computations;
  &lt;/div&gt;
  &lt;div style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; &#34;&gt;
       $\qquad\star$ Many interesting kinematic regions are only accessible with extra radiation (e.g. $p_T$ distributions).
  &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Status of Two-Loop Five-Point Amplitudes &lt;/b&gt;&lt;/p&gt;
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&lt;table style=&#34;width: 90%; height: 80%; border-collapse: collapse;&#34;&gt;
    &lt;thead&gt;
        &lt;tr&gt;
            &lt;th&gt;Process&lt;/th&gt;
            &lt;th&gt;Analytical Amplitudes&lt;/th&gt;
            &lt;th&gt;Numerical Codes&lt;/th&gt;
            &lt;th&gt;Cross Sections&lt;/th&gt;
        &lt;/tr&gt;
    &lt;/thead&gt;
    &lt;tbody&gt;
        &lt;tr class=&#34;double-line&#34;&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow \gamma\gamma\gamma$&lt;/td&gt;
            &lt;td&gt;[3$\kern-2.2mm\phantom{x}^\star$, 4$\kern-2.2mm\phantom{x}^\star$, &lt;b&gt;5&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[3$\kern-2.2mm\phantom{x}^\star$, &lt;b&gt;5&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[1$\kern-2.2mm\phantom{x}^\star$, 2$\kern-2.2mm\phantom{x}^\star$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow \gamma\gamma j$&lt;/td&gt;
            &lt;td&gt;[6$\kern-2.2mm\phantom{x}^\dagger$, 7$\kern-2.2mm\phantom{x}^\dagger$, &lt;b&gt;9&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[6$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;[8$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow \gamma jj$&lt;/td&gt;
            &lt;td&gt;[&lt;b&gt;10&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;[&lt;b&gt;10&lt;/b&gt;]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow jjj$&lt;/td&gt;
            &lt;td&gt;[11$^\dagger$, &lt;b&gt;12&lt;/b&gt;, &lt;b&gt;13&lt;/b&gt;, &lt;b&gt;14&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[11$^\dagger$,&lt;b&gt;14&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[15$\kern-2.2mm\phantom{x}^\dagger$, 16$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr class=&#34;double-line&#34;&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Wb\bar b$&lt;/td&gt;
            &lt;td&gt;[17$\kern-2.2mm\phantom{x}^\dagger$, 18$\kern-2.2mm\phantom{x}^{\dagger\ast}$, 19a$\kern-2.2mm\phantom{x}^\dagger$, 23$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;[23$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;[19a$\kern-2.2mm\phantom{x}^\dagger$, 19b$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Hb\bar b$&lt;/td&gt;
            &lt;td&gt;[20$^{\dagger\ast}$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Wj\gamma$&lt;/td&gt;
            &lt;td&gt;[21$^\star$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Wjj$&lt;/td&gt;
            &lt;td&gt;[17$\kern-2.2mm\phantom{x}^\dagger$, 23$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;[23$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr class=&#34;double-line&#34;&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow t\bar tH$&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;[22]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
        &lt;/tr&gt;
    &lt;/tbody&gt;
&lt;/table&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-top: 2mm; margin-bottom: 3mm; &#34;&gt;
Legend: &lt;b&gt;bold&lt;/b&gt; = full color; $\star$ = planar $\neq$ leading color; $\dagger$ = planar = leading color; $\ast$ = ($y_b \neq 0$, $m_b = 0; \text{or } W-\text{onshell}$)
&lt;/div&gt;&lt;br&gt;
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&lt;div class=&#34;two-col&#34; style=&#34;margin-top:-14mm; margin-left:-12mm;margin-right:-12mm;&#34;&gt;
    &lt;div class=&#34;column&#34;&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1762583&#34; style=&#34;font-size: 12pt;&#34;&gt;[1] Chawdhry, Czakon, Mitov, Poncelet &#39;19&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1827330&#34; style=&#34;font-size: 12pt;&#34;&gt;[3] Abreu, Page, Pascual, Sotnikov &#39;20&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2663067&#34; style=&#34;font-size: 12pt;&#34;&gt;[5] Abreu, &lt;span style=&#34;color: green; font-weight: bold;&#34;&gt;GDL&lt;/span&gt;, Ita, Klinkert, Page, Sotnikov &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1850624&#34; style=&#34;font-size: 12pt;&#34;&gt;[7] Chawdhry, Czakon, Mitov, Poncelet &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1862813&#34; style=&#34;font-size: 12pt;&#34;&gt;[9] Agarwal, Buccioni, von Manteuffel, Tancredi &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1849070&#34; style=&#34;font-size: 12pt;&#34;&gt;[11] Abreu, Febres Cordero, Ita, Page, Sotnikov&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2723256&#34; style=&#34;font-size: 12pt;&#34;&gt;[13] &lt;span style=&#34;color: green; font-weight: bold;&#34;&gt;GDL&lt;/span&gt;, Ita, Klinkert, Sotnikov &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1868437&#34; style=&#34;font-size: 12pt;&#34;&gt;[15] Czakon, Mitov, Poncelet &#39;21&#39;&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;jjj - xsection LC ---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1944964&#34; style=&#34;font-size: 12pt;&#34;&gt;[17] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wjj---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2077368&#34; style=&#34;font-size: 12pt;&#34;&gt;[19a, &lt;/a&gt;&lt;a href=&#34;https://inspirehep.net/literature/2148214&#34; style=&#34;font-size: 12pt;&#34;&gt; 19b] Hartanto, Poncelet, Popescu, Zoia &#39;22&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wbb-xsection---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2008918&#34; style=&#34;font-size: 12pt;&#34;&gt;[21] Badger, Hartanto, Kryś, Zoia &#39;22&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wjy---&gt;  
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/&#34; style=&#34;font-size: 12pt;&#34;&gt;[23] &lt;span style=&#34;color: green; font-weight: bold;&#34;&gt;GDL&lt;/span&gt;, Ita, Page, Sotnikov - To appear &#39;24 &lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wjy---&gt;  
    &lt;/div&gt;
    &lt;div class=&#34;column&#34; style=&#34;margin-left:-5mm;&#34;&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1822188&#34; style=&#34;font-size: 12pt;&#34;&gt;[2] Kallweit, Sotnikov, Wiesemann &#39;20&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1838380&#34; style=&#34;font-size: 12pt;&#34;&gt;[4] Chawdhry, Czakon, Mitov, Poncelet &#39;20&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1844579&#34; style=&#34;font-size: 12pt;&#34;&gt;[6] Agarwal, Buccioni, von Manteuffel, Tancredi &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1863379&#34; style=&#34;font-size: 12pt;&#34;&gt;[8] Chawdhry, Czakon, Mitov, Poncelet &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2651109&#34; style=&#34;font-size: 12pt;&#34;&gt;[10] Badger, Czakon, Hartanto, Moodie, Peraro, Poncelet, Zoia &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2723232&#34; style=&#34;font-size: 12pt;&#34;&gt;[12] Agarwal, Buccioni, Devoto, Gambuti, von Manteuffel, Tancredi &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2728739&#34; style=&#34;font-size: 12pt;&#34;&gt;[14] &lt;span style=&#34;color: green; font-weight: bold;&#34;&gt;GDL&lt;/span&gt;, Ita, Sotnikov &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2058537&#34; style=&#34;font-size: 12pt;&#34;&gt;[16] Chen, Gehrmann, Glover, Huss, Marcoli &#39;22&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1844767&#34; style=&#34;font-size: 12pt;&#34;&gt;[18] Badger, Hartanto, Zoia &#39;21&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wbb---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1896584&#34; style=&#34;font-size: 12pt;&#34;&gt;[20] Badger, Hartanto, Kryś, Zoia &#39;21&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Hbb---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2165654&#34; style=&#34;font-size: 12pt;&#34;&gt;[22] Catani, Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;22&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Hbb---&gt;
    &lt;/div&gt;     
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Numerical Generalized Unitarity @ 2 Loops &lt;/b&gt; &lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-right: 0mm; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1510.05626&gt;
Ita (&amp;lsquo;15)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-left:2mm; margin-right: 0mm; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1712.03946&gt;
Abreu, Febres Cordero, Ita, Page, Zeng (&amp;lsquo;17)
&lt;/a&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\circ$ The integrand Ansatz is matched to products of trees on cuts
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{red}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:0mm&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 18pt; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     $\star$ Numerical Berends-Giele recursion for LHS, &lt;span style= &#34;color:red&#34;&gt; solve for coeffs. in RHS. &lt;/span&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 18pt; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     $\star$ IBP reduction = decomposition on RHS, $\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma $
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-bottom: 4mm; margin-top: 8mm;&#34;&gt;
$\circ$ The SLC (non-planar) cut-hierarchy is significantly larger than the LC (planar) one, e.g.
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;NbrOfDiagramsTable-transparent.png&#34;; style=&#34;max-width:800px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-14mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-9mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-4mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ $\mathcal{A}^{(1)}_R$ to order $\epsilon^2$ is still needed to build $\mathcal{R}^{(2)}$, but there is no real reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic--geometric-structure&#34;&gt;Analytic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;based on:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size:15pt; float: center; margin-top: -6mm; margin-bottom: -10mm&#34;&gt;
     $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -6mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:60%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 16pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ The rational function &lt;span style=&#34;font-size: 15pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 14pt&#34;&gt;$R_n$&lt;/span&gt;,
          &lt;/div&gt;
          &lt;br&gt;&lt;br&gt;
          &lt;div style=&#34;font-size:16pt; float: center; margin-top: -3mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)}
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 16pt; float: left; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ The &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are related to the letters of the symbol alphabet
          &lt;/div&gt;
          &lt;br&gt;
          &lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
          Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
          &lt;/a&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:14pt; float: center; margin-top: 1mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \{\mathcal{D}_{\{1,\dots,35\}}\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_5)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1] \big\}
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size:13pt; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34;&gt;
               $\kern0mm\color{green}\text{Identical to 1-loop!}$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: 6mm;&#34;&gt;
          &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:260px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -2mm; margin-bottom: 1mm;&#34;&gt;
               The codimension one variety 
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
               $\langle x^3 + y^3 - z^2 \rangle$ in $\mathbb{R}[x,y,z]$
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: left; font-size: 14pt; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
     $$
     \displaystyle \kern5mm \{D_j\} = \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size:13pt; float: right; margin-top: -10mm; margin-bottom: 1mm;&#34;&gt;
     $\kern0mm\color{green}\text{New letter! Can we get rid of it?}$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 2mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fraction Decompositions &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \\ \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ When is a partial fraction decomposition possible? (an example)
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size:14pt; float: center; margin-top: -6mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{(\prod_j \mathcal{D}_j^{q_j})\times\langle 4|1+3|4]\langle 5|1+4|5]} \stackrel{?}{=} \frac{\mathcal{N}_1}{(\prod_j \mathcal{D}_j^{q_j})\times\langle 4|1+3|4]} + \frac{\mathcal{N}_2}{(\prod_j \mathcal{D}_j^{q_j})\times\langle 5|1+4|5]}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; float: left; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
     $\circ$ Compute primary decompositions and check if &lt;span style=&#34;font-size: 14p&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches (Hilbert&#39;s Nullstellensatz)
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size:14pt; float: center; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
     $$
     J = K \cap \bar K \cap L \cap \bar L \cap M \quad \text{or} \quad V(J) = V(K) \cup V(\bar K) \cup V(L) \cup V(\bar L) \cap V(M)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; float: center; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
     $$
     J = \big\langle \langle 4|1+3|4], \langle 5|1+4|5] \big\rangle \qquad
     K = \big\langle \langle14\rangle,\langle15\rangle,\langle45\rangle,[23] \big\rangle \quad
     L = \big\langle \langle ij\rangle \; \forall \; i,j\in\{1,\dots 5\} \big\rangle \\[2mm]
     M = \big\langle \langle 4|1+3|4], \langle 5|1+4|5], |1+4|5\rangle\langle14\rangle + |5|4\rangle\langle15\rangle, \langle\rangle \leftrightarrow [] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For a fleshed out example with open-source code see &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22) &lt;/a&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;margin-top:13mm; font-size: 16pt;&#34;&gt;
also based on: &lt;br&gt;
GDL, Ita, Page, Sotnikov (to appear)
&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Decorrelating Kinematic Residues &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{ij}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:800px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -6mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ Notation: [mass dimension], {Little-group weights}
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: -4mm;&#34;&gt;
     $\circ$ The 5-gluon MHV rational functions fit in 3 pages of the appendix,
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: x-large; margin-bottom: 1mm; margin-top: -2mm;&#34;&gt;
&lt;img src=&#34;VSSizeTable-transparent.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;img src=&#34;quarks_vs_sizes.png&#34;; style=&#34;max-width:340px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $$ \tilde{r}^{\text{MHV}}_{\text{first 5 of 115}} = \left\{ \frac{⟨45⟩^2}{⟨12⟩⟨13⟩⟨23⟩}, \frac{⟨45⟩^3}{⟨12⟩^2⟨34⟩⟨35⟩}, \frac{⟨45⟩^3}{⟨12⟩⟨15⟩⟨23⟩⟨34⟩}, \frac{[14][12][35]}{⟨23⟩[45]^3}, \frac{⟨45⟩^2⟨24⟩}{⟨12⟩^2⟨23⟩⟨34⟩}, \dots \right\} \text{+ symmetries}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 14pt;&#34;&gt;$pp\rightarrow Wjj$&lt;/span&gt; functions are now 1.9 MB (from 1.3 GB),
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: -10mm;&#34;&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;img src=&#34;W_vs_sizes.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 18mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    $\kern4mm$
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 1mm; margin-top: -4mm;&#34;&gt;
     $\phantom{\circ}$ Since &lt;code style=&#34;font-size: 14pt;&#34;&gt;PentagonsFunction++&lt;/code&gt; can take permutations of the 1-mass basis we only need one &lt;span style=&#34;font-size: 14pt;&#34;&gt;$M_{ij}$&lt;/span&gt; per partial &lt;br&gt; $\phantom{\circ}$ (another 2 MB overall). We now have fast and stable floating-point evaluations in double precision!
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;outlook&#34;&gt;Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: 30pt; margin-bottom: 4mm;&#34;&gt;
   Taming the Complexity Growth
&lt;/b&gt;
&lt;div style=&#34;display:block; width:100%; font-size: 16pt; margin-top: 4mm; margin-bottom: 4mm;&#34;&gt;
     &lt;div style=&#34;width:50%; text-align: left; float: left; display: font-size: x-large; margin-top:8mm;&#34;&gt;
          $\circ$ For every leg or mass, the number of letters in the spinor alphabet grows, as well their mass dimension;  &lt;br&gt;&lt;br&gt;
          $\circ$ The LCD Ansatz size also grows quickly with &lt;br&gt; multiplicity (m) and mass dimension (d): &lt;br&gt;&lt;br&gt;
          &lt;a style=&#34;font-size: 12pt; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: -12mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2010.14525&gt;
               GDL, Maître (&#39;20)
          &lt;/a&gt; &lt;br&gt;
          &lt;div style=&#34;text-align: left; font-size: 14pt; margin-top: -12mm; margin-bottom: 1mm;&#34;&gt;
               $$
               \displaystyle \kern2mm \text{Ansatz size} \geq \small \left(\mkern -9mu \begin{pmatrix}\, m(m-3)/2 \, \\ \, d/2 \, \end{pmatrix} \mkern -9mu \right)
               $$
          &lt;/div&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;AnsatzSizes.png&#34;; style=&#34;max-width:430px;float:center;border:none;margin-top:-10pt;margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -6mm; margin-bottom: -4mm;&#34;&gt;
$\circ\,$ We can retain control by iterating surface by surface
&lt;/div&gt;
&lt;a style=&#34;font-size: 12pt; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/fix&gt;
     Campbell, GDL, Ellis, (&#39;22)$\;$
&lt;/a&gt;
&lt;a style=&#34;font-size: 12pt; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
     GDL, Page (&#39;22);$\;$
&lt;/a&gt;
&lt;a style=&#34;font-size: 12pt; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
     GDL, Maître (&#39;19);$\;$
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -8mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4(s_{24}-s_{13})⟨6|1+4|5]s_{123}(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;!--- 
 \\[1mm]
&amp; + {\small \dots \text{more than 30 other fractions} \dots } &amp;&amp;
&amp; +\frac{1/4[12]^3⟨14⟩[45]⟨46⟩}{[13][23]⟨1|2+3|1]⟨4|5+6|4]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨1|2+3|1], ⟨4|5+6|4]^2 \Big\rangle \\[1mm]
&amp; -\frac{1/4[12]2⟨13⟩⟨24⟩[45]⟨46⟩}{⟨12⟩[13]⟨2|1+3|2]⟨4|5+6|4]^2}-\frac{3/4⟨34⟩2[45]⟨46⟩⟨3|1+2|4]}{⟨14⟩⟨23⟩⟨2|1+3|4]⟨4|5+6|4]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨4|5+6|4] \Big\rangle \\[1mm]
&amp; \frac{-7/8⟨16⟩⟨1|2+3|5]⟨3|1+4|2](s_{13}-s_{24} )(s_{123}-s_{234})}{⟨14⟩⟨1|2+3|4]^2⟨2|1+4|3]Δ_{14|23|56}} &amp; \qquad\qquad &amp; \Big\langle ⟨1|2+3|4]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; +\frac{7/2⟨13⟩^3[15]⟨16⟩[23]}{⟨12⟩⟨14⟩⟨1|2+3|1]⟨1|2+3|4]^2}+\frac{7/2⟨13⟩^2⟨16⟩[25]}{⟨12⟩⟨14⟩⟨1|2+3|4]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨1|2+3|4] \Big\rangle \\[1mm]
&amp; -\frac{7⟨24⟩[25][35]s_{123}}{⟨12⟩[23][56]⟨2|1+4|3]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3] \Big\rangle \\[1mm]
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -4mm; margin-bottom: -4mm;&#34;&gt;
$\circ\,$ Partial fraction decomposition and numerator insertions from e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle s_{124}-s_{134}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], (s_{13}-s_{24})\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Conclusions
&lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Full-color 5-point massless amplitudes are well within reach, 
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Subleading color corrections can be fairly sizable
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The reconstruction can be peformed in spinor-helicity variables, which yield compact results
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Understanding the partial fraction structure of amplitudes is essential to tame their complexity
&lt;/div&gt;

---
---&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Prague.jpeg&#34;
  &gt;

&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
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        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
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        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;hr&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top:4mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center;&#34;&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
          &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Full $N_C $ motivation&lt;/b&gt;
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 16pt;&#34;&gt;
        3 is not that big! And certainly not close to $\infty$
        &lt;/div&gt;
        &lt;img src=&#34;correction_sizes_catani.png&#34; style=&#34;max-width:500px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom: 3mm;&#34;&gt;
        Slc contributions to $pp\rightarrow jjj$ should be similar to blue curve.
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom: 3mm;&#34;&gt;
        Expect $\mathcal{O}(10\%)$ effect on duble-virtual hard function, &lt;br&gt; this is scheme dependant.
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 15pt;&#34;&gt;
        Effect on $\sigma^{\text{NNLO}}$ depends on size of $\mathcal{H}^{(2)}$.
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
          &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Pheno. Goal&lt;/b&gt;
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 16pt; margin-bottom:2mm;&#34;&gt;
        Stable and fast evaluations for cross sections
        &lt;/div&gt;
        &lt;img src=&#34;h2_5g.png&#34; style=&#34;max-width:490px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom:-4mm;&#34;&gt;
        &lt;code&gt; C++ &lt;/code&gt; Code available at
        &lt;/div&gt;
        &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34; style=&#34;font-size: 14pt;&#34;&gt;gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&lt;/a&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom:-4mm;&#34;&gt;
        Analytics available at
        &lt;/div&gt;
        &lt;a href=&#34;https://zenodo.org/records/10142295&#34; style=&#34;font-size: 14pt;&#34;&gt;zenodo.org/records/10142295&lt;/a&gt; &lt;span style=&#34;font-size: 16pt&#34;&gt;&amp;&lt;/span&gt;
        &lt;a href=&#34;https://zenodo.org/records/10231547&#34; style=&#34;font-size: 14pt;&#34;&gt;zenodo.org/records/10231547&lt;/a&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom:-4mm;&#34;&gt;
        with &lt;code style=&#34;font-size: 14pt;&#34;&gt;Mathematica&lt;/code&gt;, &lt;code style=&#34;font-size: 14pt;&#34;&gt;Python&lt;/code&gt; and &lt;code style=&#34;font-size: 14pt;&#34;&gt;C++&lt;/code&gt; scripts.
        &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -5mm;&#34;&gt; Constraints from Poles &lt;/b&gt;
&lt;br&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: x-large; margin-top: -16mm;&#34;&gt; Bootstrapping trees (?) &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 8mm;&#34;&gt;
     $\circ$ The degree of divergence / vanishing on various surfaces imposes strong constraints, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $ A^{\text{tree}}_{q^+g^+g^+\bar q^-g^-g^-} = \frac{\mathcal{N(\text{m.d.} = 6\,,\; \text{p.w.} = [-1, 0, 0, 1, 0, 0])}}{\langle 12\rangle\langle 23\rangle\langle 34\rangle [45][56][61]s_{345}}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Pretend this is un unknown integral coefficient, $\mathcal{N}$ has 143 free parameters.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ List the various prime ideal, such as
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $ \big\langle \langle 12\rangle, \langle 23\rangle, \langle 13\rangle \big\rangle, \; \big\langle |1\rangle \big\rangle, \; \big\langle \langle 12\rangle, |1+2|3]\big\rangle, \dots$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ and impose that $\mathcal{N}$ vanishes to the correct order. We determine it up to an overall constant.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2207.10125&gt;
     GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Likewise, the ansatz for $A^{\text{tree}}_{g^+g^+g^+ g^-g^-g^-}$ shrinks $1326 \rightarrow 1$, etc..
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;i&gt; Effectively, we can &lt;b&gt; compute &lt;/b&gt; trees, just from their &lt;u&gt;poles orders&lt;/u&gt;. &lt;br&gt; Note: compared to BCFW there is &lt;u&gt;no&lt;/u&gt; information about &lt;u&gt;residues&lt;/u&gt;. &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Fraction Decompositions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For integral coefficients, we can&#39;t rely on the Ansatz to shrinks to an overall constant.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Partial fraction decompositions (PFDs) are a popular method to tame algebraic complexity.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ In my opinion, a PFD algorithm needs
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 5mm;&#34;&gt;
     $1.$ to say if two poles $W_a$ and $W_b$ are separable into different fractions; &lt;br&gt;
     $2.$ ideally, to answer $(1.)$ without having access to an analytic expression. 
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;color: green&#34;&gt;Hilbert&#39;s nullstellensatz&lt;/span&gt;: if $\mathcal{N}$ vanishes on all branches of $\langle W_a, W_b \rangle$, then the PFD is possible$\kern-3mm\phantom{x}^\dagger$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Generalizing to powers $&gt;\kern-1mm 1$ can be done via &lt;span style=&#34;color: green&#34;&gt;symbolic powers&lt;/span&gt; and the &lt;span style=&#34;color: green&#34;&gt;Zariski-Nagata Theorem&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 1mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/.&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Similarly, generalizing to non-radical ideals requires &lt;span style=&#34;color: green&#34;&gt;ring extensions&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm; margin-right: 33mm;&#34; href=https://arxiv.org/abs/.&gt;
   Campbell, GDL, Ellis (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Issue: &lt;/b&gt;evaluations on singular surfaces are expensive, but are not always needed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Opportunity: &lt;/b&gt;we get more than partial fraction decompositions.
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\dagger$ $\langle W_a, W_b\rangle$ needs to be radical.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Beyond Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 0}$: the ideal does $\color{green}\text{not involve denominator factors}$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     E.g. a 6-point function $c_i$ has a pole at $⟨1|2+3|4]$ but not at $⟨4|2+3|1]$,
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     yet it is regular on the irreducible surface $V(\big\langle ⟨1|2+3|4], ⟨4|2+3|1] \big\rangle)$. Then
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle c_i \sim \frac{⟨4|2+3|1]}{⟨1|2+3|4]} + \mathcal{O}(⟨1|2+3|4]^0) \; \text{ instead of } \; c_i \sim \frac{1}{⟨1|2+3|4]}  + \mathcal{O}(⟨1|2+3|4]^0)$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 1}$: the $\color{green}\text{degree of vanishing is non-uniform}$ across branches, for example:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \frac{s_{14}-s_{23}}{⟨1|3+4|2]⟨3|1+2|4]}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     has a double pole on the first branch, and a simple pole on the second branch of
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\big\langle⟨1|3+4|2], ⟨3|1+2|4]\big\rangle_{R_6} = \big\langle ⟨13⟩, [24] \big\rangle_{R_6} \cap \big\langle ⟨1|3+4|2], ⟨3|1+2|4], (s_{14}-s_{23})\big\rangle_{R_6}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 10mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 2}$: ideal is $\color{green}\text{non-radical}$ (example on last slide)
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \small \kern0mm \sqrt{\big\langle {\color{black}⟨3|1+4|2]}, {\color{black}Δ_{23|14|56}} \big\rangle_{R_6}} = \big\langle {\color{black}⟨3|1+4|2]}, {\color{black}s_{124}-s_{134}} \big\rangle_{R_6} $
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/loopfest_may2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/loopfest_may2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 32pt; text-transform: none;&#34;&gt;
	   Analytic Structure and Reconstruction in QCD: Two-Loop $\boldsymbol{pp \to Vjj}$ and One-Loop $\boldsymbol{q\bar{q}\rightarrow t\bar{t}H}$
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
Vjj: &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34;&gt;arXiv:2503.10595&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom:5mm;&#34;&gt; (GDL, H. Ita, B. Page, V. Sotnikov) &lt;/div&gt;
ttH: &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;arXiv:2504.19909&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (J. Campbell, GDL, K. Ellis) &lt;/div&gt;
&lt;p&gt;LoopFest XXIII&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:5mm&#34;&gt; Edmonton, CA &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/loopfest_may2025/#/&#34;&gt;gdelaurentis.github.io/slides/loopfest_may2025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;Phenomenological Motivation&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 4mm; margin-top: 0mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; (or similarly &lt;span style=&#34;font-size: 16pt&#34;&gt;$e^+e^-\rightarrow V \rightarrow 4j$&lt;/span&gt;) is important for several EW precision measurements
&lt;/div&gt;
&lt;!-- Static background image (fades via fragment) --&gt;
&lt;div style=&#34;position: relative; width: 100%; min-height: 450px;&#34;&gt;
     &lt;!-- Fragment 1: full-opacity image --&gt;
     &lt;div class=&#34;fragment&#34; data-fragment-index=&#34;0&#34;
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent.png&#34;
               style=&#34;max-width: 550px; opacity: 1; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Fragment 1: faded image and content --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34; 
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent-Vnj.png&#34;
               style=&#34;max-width: 550px; opacity: 0.10; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Main text container (shown at same time as faded background) --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34;
          style=&#34;position: relative; z-index: 1; margin-left: 15%; padding: 10px;&#34;&gt;
          &lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: -5mm;&#34;&gt;
          $\rightarrow\,$ Theoretical uncertainties are already larger than experimental ones,
          &lt;img src=&#34;cross-sections-transposed-transparent-v2.png&#34;
               style=&#34;max-width:600px; border:none; margin-left:20mm; margin-top: 2mm;&#34; /&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm;&#34; href=&#34;https://inspirehep.net/literature/2808096&#34;&gt;
          ATLAS Collab. &#39;24
          &lt;/a&gt;
          &lt;/div&gt;
          &lt;div style=&#34;clear: both; text-align: left; font-size: 18pt; margin-top: -10mm;&#34;&gt;
          $\rightarrow\,$ NNLO is essential for agreement with experiment,
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
          Mazzitelli, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Sotnikov, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Wiesemann &#39;24
          &lt;/a&gt;
          &lt;img src=&#34;Z1jSotnikov-transparent-v2.png&#34;
               style=&#34;max-width:500px; border:none; margin-left:24mm; margin-top: 0mm;&#34; /&gt;
          &lt;div style=&#34;text-align: right; font-size: 18pt; margin-top: -5mm; margin-bottom: 0mm; margin-left: -22mm;&#34;&gt;
          Other studies at NNLO only for &lt;span style=&#34;font-size: 16pt&#34;&gt;$q\bar q&#39;\rightarrow Wb\bar b, \; \text{e.g. no} \; gg\rightarrow Wq\bar q&#39;$&lt;/span&gt; despite available amps
          &lt;/div&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2212.04954&#34;&gt;
          $\,$Buonocore, Devoto, Kallweit, Mazzitelli, Rottoli, Savoini &#39;22;
          &lt;/a&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2205.01687&#34;&gt;
          Hartanto, Poncelet, Popescu, Zoia &#39;22;$\,$
          &lt;/a&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div class=&#34;fragment&#34; data-fragment-index=&#34;1&#34;
     style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: -8mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow ttH$&lt;/span&gt; of interest primarily for direct access to top Yukawa &lt;span style=&#34;font-size: 16pt&#34;&gt;$y_t$&lt;/span&gt; (but also CP, EFTs, 2HDM, etc.) &lt;br&gt;
     $\phantom{\circ}\,$ current N$^2$LO pheno. relies on approx. amplitudes
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2210.07846&#34;&gt;
     Catani, Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;22;$\,$
     &lt;/a&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2411.15340&#34;&gt;
     Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;24;$\,$
     &lt;/a&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Theoretical Motivation &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for Drell-Yan plus jets (Vjj)
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: 0mm;&#34;&gt;
     &lt;div style=&#34;width: 55%; text-align: left; font-size: 17pt; margin: 0 10px; margin-left: -4mm;&#34;&gt;
          $\;\star\,$ Limited knowledge at higher loops/points; &lt;br&gt;
          $\;\star\,$ All amplitudes in the lower triangle contribute  &lt;br&gt; 
          $\;\phantom{\star}\,$ at a given perturbatifve order; &lt;br&gt; 
          $\;\star\,$ Pheno can be hindered by complexity of results, &lt;br&gt; 
          $\;\phantom{\star}\,$ especially if IR cancellations are needed; &lt;br&gt; 
          $\;\star\,$ E.g. the two-loop amps of [5] were &gt;1GB of files. &lt;br&gt;&lt;br&gt;
          $\circ\,$ Goal: reduce complexity of [5] by manifesting the analytic structure to facilitate future computations
     &lt;/div&gt;
     &lt;div style=&#34;width: 55%; font-size: 14pt; margin: 0 10px; margin-left: -4mm; margin-right: -4mm;&#34;&gt;
          &lt;table style=&#34;border-collapse: collapse; text-align: center; margin-top: 1mm; font-size: 14pt;&#34;&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;3&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2023 &lt;a href=&#34;https://arxiv.org/abs/example8&#34;&gt;[6]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;2&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    2007 &lt;a href=&#34;https://arxiv.org/abs/example7&#34;&gt;[4]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2021 &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;1&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1981 &lt;a href=&#34;https://arxiv.org/abs/example6&#34;&gt;[1]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1997 &lt;a href=&#34;https://arxiv.org/abs/example10&#34;&gt;[2]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color:rgb(250, 255, 0); text-align: center;&#34;&gt;
                    2008 &lt;a href=&#34;https://arxiv.org/abs/example11&#34;&gt;[3]&lt;/a&gt;
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;Loops ↑&lt;br&gt;Jets →&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$1$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$2$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$\geq3$&lt;/th&gt;
               &lt;/tr&gt;
          &lt;/table&gt;
          &lt;div style=&#34;margin-top: 5mm; margin-bottom: 2mm; font-size: 12pt;&#34;&gt;
               &lt;span style=&#34;background-color: #90EE90; padding: 5px; margin-right: 10px;&#34;&gt;Analytic&lt;/span&gt;
               &lt;span style=&#34;background-color: rgb(250, 255, 0); padding: 5px; margin-right: 10px;&#34;&gt; Numeric&lt;/span&gt;
               &lt;span style=&#34;background-color: #FFD700; padding: 5px; margin-right: 10px;&#34;&gt;Analytic (LCA)&lt;/span&gt;
               &lt;span style=&#34;background-color: #FF7F7F; padding: 5px; margin-right: 10px;&#34;&gt;Unknown&lt;/span&gt;
          &lt;/div&gt;
          &lt;div style=&#34;width: 105%; margin-left: -2mm;&#34;&gt;
               &lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: -4mm;&#34;&gt;
                    &lt;a href=&#34;https://www.sciencedirect.com/science/article/abs/pii/0550321381901656?via%3Dihub&#34;&gt;[1] Ellis, Ross, Terrano; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34;&gt;[2] Bern, Dixon, Kosower;&lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0803.4180&#34;&gt;[3] BlackHat; &lt;/a&gt;&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34;&gt;OpenLoops; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0711;.4711&#34;&gt;[4] Gehrmann-De Ridder, Gehrmann, Glover, Heinrich; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &lt;/a&gt; 
                    &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34; style=&#34;color:rgb(255, 149, 0);&#34;&gt;+ This talk; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2307.15405&#34;&gt;[6] Gehrmann, Jakubčík, Mella, Syrrakos, Tancredi&lt;/a&gt;
               &lt;/div&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 2mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for $pp\rightarrow t\bar tH$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 0mm; margin-left: -4mm;&#34;&gt;
     $\;\star\,$ one-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; previously not known analytically; &lt;br&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$gg\rightarrow t\bar t H$&lt;/span&gt; known to &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{O}(\epsilon^2)$&lt;/span&gt; in terms of form factors &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -5mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.10015&#34;&gt;
     Buccioni, Kreer, Liu, Tancredi &#39;23
     &lt;/a&gt;
     $\;\star\,$ two-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; with quark-loop (&lt;span style=&#34;font-size: 15pt&#34;&gt;$n_f$&lt;/span&gt; part), known numerically (&lt;a href=&#34;https://secdec.readthedocs.io/en/stable/&#34; style=&#34;font-variant: small-caps;&#34;&gt;pySecDec&lt;/a&gt;) &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -4mm;&#34; href=&#34;https://arxiv.org/abs/2402.03301&#34;&gt;
     Agarwal, Heinrich, Jones, Kerner, Klein, Lang, Magerya, Olsson &#39;24
     &lt;/a&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt; margin-top: 5mm;&#34;&gt;$pp\rightarrow t\bar tH$&lt;/span&gt; master integrals in LCA
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.08131&#34;&gt;
     Febres Cordero, Figueiredo, Kraus, Page, Reina &#39;23
     &lt;/a&gt;
     $\circ\,$ Goal: show how to reconstruct amplitudes in a manifestly spin- and little-group covariant form
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-18mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-13mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-8mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{A}^{(1)}_R$&lt;/span&gt; to order &lt;span style=&#34;font-size: 15pt&#34;&gt;$\epsilon^2$&lt;/span&gt; is still needed to build &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(2)}$&lt;/span&gt;, but there is no real physical reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
$\circ$ Original computation  &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 18pt&#34;&gt;[1]&lt;/a&gt; was performed with &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; width:75%; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:-4mm; font-size: 11pt;&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; text-align: left; display: inline-block; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
	     $\rightarrow$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.&lt;br&gt;
	     $\rightarrow$ IBP reduction = decomposition on RHS, &lt;span style=&#34;font-size: 16t&#34;&gt;$\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma$&lt;/span&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 6mm;&#34;&gt;
     $\circ$ This computation started from the ancillaries files of &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;[1] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov&lt;/a&gt;
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. Wrote a Python script to split the 1.4 GB ancillaries into &gt;10k files &lt;br&gt;
	     2. Compile into 18.2 GB of C++ binaries (for reference &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt; compiles into approx. 5 GB) &lt;br&gt;
          3. Obtain &lt;span style=&#34;font-size: 16t&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; evaluations of the form factors (each takes approx. 1 sec per point)&lt;br&gt;
          4. Recombine triplets of form factors into six-point helicity amplitudes (incl. decays)
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\rightarrow$ Assemble 5 helicity amplitudes into 3 categories: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{R}_{\bar qQ\bar QqV}^{\text{NMHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{MHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{NMHV}}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$ttH$&lt;/span&gt; computed analytically (&lt;span style=&#34;font-variant: small-caps;&#34;&gt;Form&lt;/span&gt; optimized) with unitarity, standard Feynman diagrams techniques, &lt;br&gt; $\phantom{\circ}$ and cross checked with &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Open-Loops&lt;/span&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34; style=&#34;font-size: 14pt; margin-top: -5mm; float: right; font-align: right;&#34;&gt; Buccioni, Lang, Lindert, Maierhöfer, Pozzorini, Zhang, Zoller&lt;/a&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic--geometric-structure&#34;&gt;Analytic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;algebro-geometric formulation for physicists in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see also Sturmfeld et al. &amp;ldquo;Spinor-Helicity Varieties&amp;rdquo;:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2406.17331&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2406.17331&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Guiding Principles &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Amplitude should be gauge and Lorentz invariant, and spin and little-group covariant
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ gauge dependence, e.g. through reference vectors &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ tensor decompositions &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu T^\mu$&lt;/span&gt;, polarizations are needed for simplifications
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu \rightarrow \epsilon_{\alpha\dot\alpha}$, $P^\mu \rightarrow  \lambda_\alpha \tilde\lambda_{\dot\alpha}$&lt;/span&gt;; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\alpha, \dot\alpha$&lt;/span&gt; indices contracted; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\lambda, \tilde\lambda$&lt;/span&gt; random (subject to mom cons)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The singularity structure should be manifest in $\mathbb{C}$ (exprs will then be better behaved in $\mathbb{R}$ too)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Rational reparametrisations of the kinematics change the denominator structure
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Forcing unphysical splits misses cancellations (e.g. even nor odd separation)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Chiral cancellations are required to obtain the true Least Common Denominator
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Work off the real slice: &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^\mu \in \mathbb{C}^4$, $\lambda_\alpha \neq \tilde\lambda_{\dot\alpha}^\dagger$&lt;/span&gt;. In practice, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^{\mu=y}\in i\mathbb{Q}\Rightarrow \lambda_{\alpha} \in \mathbb{F}_p \text{ or } \mathbb{Q}_p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Focus only on final physical expressions
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Unphysical intermediate steps may be unnecessarily complicated
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Analytic manipulations at this complexity are unfeasible, even on &#34;physical&#34; results
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Bypass all intermediate steps with numerical evaluations (cancellations happen numerically)
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Trade-offs and Challenges &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We must work with &lt;u&gt;variables subject to constrains&lt;/u&gt;; the language is that of algebraic geometry.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ The covariant rings are
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{Vjj} = \mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |3⟩_{\alpha}, [3|_{\dot\alpha},  |4⟩_{\alpha}, [4|_{\dot\alpha}, [5|_{\dot\alpha}, |6⟩_{\alpha} \big] \Big/ \big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where we took the the &lt;span style=&#34;font-size: 15pt;&#34;&gt;$V$&lt;/span&gt; current to be &lt;span style=&#34;font-size: 15pt;&#34;&gt;$[5|\gamma^\mu|6\rangle$&lt;/span&gt; and removed &lt;span style=&#34;font-size: 15pt;&#34;&gt;$(5+6)_{\alpha\dot\alpha}$&lt;/span&gt; by mom. cons.; and
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{ttH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |\boldsymbol{3}^I⟩_{\alpha}, [\boldsymbol{3}^I|_{\dot\alpha}, |\boldsymbol{4}_J⟩_{\alpha}, [\boldsymbol{4}_J|_{\dot\alpha}, \boldsymbol{5}_{\alpha\dot\alpha} \big]}{\big\langle \sum_{i,I,J} |i\rangle[i|, \langle \boldsymbol{3}|\boldsymbol{3}⟩ +[\boldsymbol{3}|\boldsymbol{3}], \langle \boldsymbol{3}|\boldsymbol{3}⟩-\langle \boldsymbol{4}|\boldsymbol{4}⟩, \langle \boldsymbol{4}|\boldsymbol{4}⟩ +[\boldsymbol{4}|\boldsymbol{4}]\big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\langle \boldsymbol{3}^I|\boldsymbol{3}^J⟩=m\epsilon^{JI} \text{ and } [\boldsymbol{3}^I|\boldsymbol{3}^J]=\bar{m}\epsilon^{IJ}$&lt;/span&gt;; we are setting &lt;span style=&#34;font-size: 15pt;&#34;&gt;$m=\bar{m}$&lt;/span&gt; and the tops on-shell. &lt;br&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: we need only reconstruct a single choice, say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$I=J=1$&lt;/span&gt;, the other follow by covariance.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Helicity amplitudes are Lorentz invariant; minimal ansätze are build in the invariant sub-rings
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{Vjj} = \frac{\mathbb{F}\big[ \langle ij\rangle : \, 1\leq i&lt; j\leq 6, i,j \neq 5, \; [ij] : 1\leq i&lt; j\leq 5 \big]}{\big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle, 34 \text{ Schouten identities} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{ttH} = \mathbb{F}\big[ \underbrace{\langle 12\rangle, \langle \boldsymbol{3}1\rangle ... ⟨2|\boldsymbol{3}|2] ... ⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩}_{37\; \text{invariants}}
 \big]\Big/ \big\langle \underbrace{⟨2|\boldsymbol{3}|2]⟨2|\boldsymbol{4}|1]-⟨2|\boldsymbol{3}|1]⟨2|\boldsymbol{4}|2]-[1|2]⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩, ...}_{\text{more than} \; 90 \; \text{generators}} \big\rangle
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ The rational functions &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_X$&lt;/span&gt;,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)} % \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\phantom{\circ}\,$ we obtain  &lt;span style=&#34;font-size: 16pt&#34;&gt;$q_{ij}$&lt;/span&gt; from a univariate slice  &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt;, which we can build &lt;br&gt;
                $\phantom{\circ}\,$ in any q-ring with&lt;span style=&#34;font-variant: small-caps; font-size: 16pt;&#34;&gt; Syngular:&lt;/span&gt; &lt;code style=&#34;font-size: 14pt&#34;&gt;Ring.univariate_slice&lt;/code&gt;.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 16pt; float: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ\,$ The &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are (mostly) related to the letters of the symbol alphabet
          &lt;/div&gt;
          &lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
          Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
          &lt;/a&gt;
          &lt;br&gt;
          &lt;div style=&#34;text-align: center; float: center; font-size: 14pt; margin-top: 10mm; margin-bottom: 4mm;&#34;&gt;
               $
               \displaystyle \mathcal{D}_{Vjj} \subset \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \\[-2mm] \kern30mm \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\}
               $
          &lt;/div&gt;
          &lt;div style=&#34;text-align: center; float: center; font-size: 14pt; margin-top: 4mm; margin-bottom: 4mm;&#34;&gt;
               $
               \displaystyle \mathcal{D}_{ttH} = \big\{ \langle 12 \rangle, [12], s_{123}, \dots, (s_{123}-m^2), \langle 1|\boldsymbol{3}|1], \dots, \\[2mm] \kern10mm \langle 1|\boldsymbol{3}|\boldsymbol{4}| 2 \rangle, \dots, \langle 1|\boldsymbol{3}|1+2|\boldsymbol{4}| 2], \dots, \Delta_{12|34|5}, \dots \Delta_{12|3|4|5} \big\}
               $
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $4n-4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4n-5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 0mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Basis Change from Laurent Coefficients &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{i&#39;j}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:900px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     [&lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;6&lt;/a&gt;] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Reconstruction from Conjectured Properties &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (for planar five-point one-mass amplitudes - all properties checked a posteriori)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Denominator pairs &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;cleanly separated&lt;/i&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \frac{\mathcal{N}_i}{\mathcal{D}_i^{q_i}\mathcal{D}_{\text{rest}}} + \frac{\mathcal{N}_j}{\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Examples of &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; are:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ Any pairs of &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{ijk}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}$&lt;/span&gt; or &lt;span style=&#34;font-size: 16pt&#34;&gt;$\langle i|j|p_V|k|i]-\langle j|l|p_V|k|j]$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Any conjugate pair &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j+k|l], \langle l|j+k|i]\}$&lt;/span&gt; or cyclic &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j\rangle, [i|j]\}$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Pairs of the form &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\Delta_{ij|kl|mn}, \langle c|a+b|d] \text{ or } \langle ab \rangle \text{ or } [ab] \}$&lt;/span&gt; unless &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ab\}$&lt;/span&gt; are &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ij\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{kl\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{mn\}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Other denominator pairs &lt;span style=&#34;font-size: 15pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;separated to order $\kappa$&lt;/i&gt; 
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \sum_{\kappa - q_j\leq m \leq q_i}\frac{\mathcal{N}_i}{\mathcal{D}_i^{m}\mathcal{D}_j^{\kappa - m}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ E.g. &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}^4, \langle i|k+l|j]^5$&lt;/span&gt; are separable to order 5.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Reconstruction only required 50k &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples $\;{\color{greeN} ✓}$Already simpler than original ones (&lt;span style=&#34;font-size: 14pt&#34;&gt;$\sim$&lt;/span&gt;20MB) &lt;br&gt;
     $\;{\color{red} ✗}$ Results are unstable and sub-optimal, e.g. numbers like this appeared
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt&#34;&gt;127187555379407704220939486282289348327703498501718808908391691454242601886997968263623652083189652150273&lt;/span&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -8mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Retain control by iteratively fitting residues on varieties (using &lt;span style=&#34;text-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic numbers $\mathbb{Q}_p$, get $\mathbb{F}_p$ vals for nums)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4{\color{blue}(s_{24}-s_{13})}⟨6|1+4|5]s_{123}{\color{green}(s_{124}-s_{134})}}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} + ... &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
% &amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Partial fraction decomposition and numerator insertions from e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle {\color{green}(s_{124}-s_{134})}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], {\color{blue}(s_{13}-s_{24})}\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Core Tools - Fully Open Source &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For fleshed out examples see e.g. &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22)&lt;/a&gt; or &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;Appendix B of 2504.19909&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     Install from github (&lt;code style=&#34;font-size:14pt;&#34;&gt;git clone&lt;/code&gt;) or PyPI (&lt;code style=&#34;font-size:14pt;&#34;&gt;pip install&lt;/code&gt;); use of Jupyter is recommended.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;pyadic&lt;/a&gt;&lt;br&gt;
     $\quad\rightarrow$ Finite field $\mathbb{F}_p$ and $p$-adic $\mathbb{Q}_p$ number types, including field extensions &lt;br&gt;
     $\quad\rightarrow$ rational number reconstruction (Wang&#39;s EEA, LGRR, MQRR) &lt;br&gt;
     $\quad\rightarrow$ univariate and multivariante Newthon &amp; univariate Thiele interpolation algorithms in $\mathbb{F}_p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; (in the backhand &lt;a href=&#34;https://www.singular.uni-kl.de/index.php.html&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;Singular&lt;/a&gt;  is used for many operations)&lt;br&gt;
     $\quad\rightarrow$ object-oriented algebraic geometry (Field, Ring, Quotient Ring, Ideal) &lt;br&gt;
     $\quad\rightarrow$ ring-agnostic monomials and polynomials (with support for unicode characters, e.g. spinor brackets)&lt;br&gt;
     $\quad\rightarrow$ multivariate solver (Ideal.point_on_variety), under- and over-constrained systems OK &lt;br&gt;
     $\quad\rightarrow$ a semi-numerical prime and primary ideal test (assumes equi-dimensionality of ideal)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt; (Lorentz invariant phase space)&lt;br&gt;
     $\quad\rightarrow$ phase space points over any field ($\mathbb{Q}, \mathbb{Q}[i], \mathbb{R}, \mathbb{C}, \mathbb{Q}_p, \mathbb{F}_p$), including internal and external masses &lt;br&gt;
     $\quad\rightarrow$ evaluate any Mandelstam or spinor expression (custom ast/regex parser) &lt;br&gt;
     $\quad\rightarrow$ generation of any special kinematic configuration (wrapper around Ideal.point_on_variety)
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;br-conclusions-br--br-outlook&#34;&gt;&lt;br&gt; Conclusions &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Amplitudes Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; coefficient functions are now 1.9 MB (down from 1.4 GB), fast and stable. &lt;br&gt;
     $\phantom{\circ}$ Matrices &lt;span style=&#34;font-size: 15pt;&#34;&gt;$M_{ij}$&lt;/span&gt; account for another 2 MB overall. Transcendental basis at &lt;a href=&#34;https://gitlab.com/pentagon-functions/PentagonFunctions-cpp&#34;&gt;PentagonFunctions++&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_d_d.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The complexity split is: quarks NMHV: 100 KB, gluons MHV: 200 KB, gluons NMHV: 1.6 MB.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The largest numbers are: quarks NMHV and gluons MHV: 3-digit, gluons NMHV: 12 digits.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Pheno ready results for the hard functions are available at &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34;&gt;FivePointAmplitudes&lt;/a&gt;.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Amplitudes at &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results&#34;&gt;antares-results&lt;/a&gt;, with &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/index.html&#34;&gt;human readable expr.&lt;/a&gt;, and &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for full amplitude in real kinematics
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; A Numerical CAS for Computations in Q-Rings &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (partially work in progress)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt; (automated numerical to analytical reconstruction software) &lt;br&gt;
     $\rightarrow$ Univariate slicing, LCD determination, basis change, multivariate partial fractioning strategies, &lt;br&gt;
     $\phantom{\rightarrow}$ constraining of numerators, Ansatz generation and fitting strategies &lt;br&gt;
     $\rightarrow$ Most operations do not require defining the variables (or redundancies), only being able to evaluate them.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares-results&lt;/a&gt; (human readable exprs in &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/&#34;&gt;docs&lt;/a&gt;) with &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for coefficients and/or full amplitudes
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;antares-results-transparent-combined-v2.png&#34; 
          style=&#34;width: 100%; max-width: 850px; float: left; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;edmonton.jpg&#34;
  &gt;

&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
        &lt;a href=&#34;https://en.wikipedia.org/wiki/Markdown&#34;&gt;markdown&lt;/a&gt;, 
        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
        &lt;a href=&#34;https://gohugo.io/&#34;&gt;hugo&lt;/a&gt;, 
        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/loopslegs_apr2024/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/loopslegs_apr2024/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 28pt;&#34;&gt;
	   Non-Planar Two-Loop Amplitudes &lt;br&gt;
	   for Five-Parton Scattering
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2311.10086&#34;&gt;arXiv:2311.10086&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom: 10pt;&#34;&gt; (GDL, H. Ita, M. Klinkert, V. Sotnikov) &lt;/div&gt;
&lt;A href=&#34;https://arxiv.org/abs/2311.18752&#34;&gt;arXiv:2311.18752&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (GDL, H. Ita, V. Sotnikov) &lt;/div&gt;
&lt;!--- Amplitudes Meeting ---&gt;
&lt;p&gt;Loops &amp;amp; Legs 2024
&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;&#34;&gt; 
&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/fivepartons_dec2023/#/&#34;&gt;gdelaurentis.github.io/slides/loopslegs_apr2024&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: -5mm;&#34;&gt; Overview &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: -3mm;&#34;&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;img src=&#34;LHC_map.jpg&#34; style=&#34;max-width:450px; border:none; margin-top: 8.5mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;img src=&#34;ATLAS-XSections-transparent.png&#34; style=&#34;max-width:430px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; float: left; margin-top: -2mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ LHC physics program possible also thanks to advancements on many fronts of the theory
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -5mm;&#34;&gt;
  &lt;div style=&#34;width:43%; font-size: 14pt; float: left; display: inline-block; margin-left:-12mm;&#34;&gt;
       Subtraction &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Pikelner, Pedron, Guadagni, Magnea, van Hameren, Vicini, $\dots$&lt;/span&gt; &lt;br&gt;
       Renomalization / $\gamma^5$-schemes &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Gracey, Heinrich, Weißwange, Kühler, Stöckinger$\dots$&lt;/span&gt; &lt;br&gt;
       Feynman Integrals &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green; margin-left:-10mm; margin-right: -10mm;&#34;&gt; Chaubey, Behring, Nega, Jones, Zoia, Banik, Page, Broadhurst, $\dots$ &lt;span&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:33%; font-size: 14pt; float: right; display: inline-block; margin-right:-10mm;&#34;&gt;
       Three / Four / Five Loops  &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Bluemlein, Yang, Moch, Schönwald, Maier, $\dots$ &lt;/span&gt; &lt;br&gt;
       $\sigma$&#39;s at N$^{(2-3)}$LO &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Sotnikov, Neumann, Chen, Mella, Savoini, $\dots$ &lt;/span&gt; &lt;br&gt;
       Automation &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Lange, Shtabovenko, Zoller$\dots$ &lt;/span&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:30%; font-size: 14pt; float: right; display: inline-block; margin-left:-8mm;&#34;&gt;
       Higgses (&lt;span style=&#34;font-size: 14pt&#34;&gt;$2 \rightarrow 2$&lt;/span&gt; w/ masses) &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Zhang, Davies, Kerner, $\dots$ &lt;/span&gt; &lt;br&gt;
       Top-quark(s), internal or external&lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Vitti, Coro, Wang, Magerya, $\dots$ &lt;/span&gt; &lt;br&gt;
       Resummation &lt;br&gt; &lt;span style=&#34;font-size: 12pt; color: green;&#34;&gt; Novikov, Andersen, Li, $\dots$ &lt;/span&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: 15pt; margin-top: -3mm; margin-bottom: 4mm;&#34;&gt;
    And much more! Also, lines between various subfields often very blurry!
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: 15pt; margin-top: -3mm; margin-bottom: 4mm;&#34;&gt;
    This talk: fixed order, 2 loops and 5 legs.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Precision Physics Requires NNLO Corrections &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; float: left; margin-top: 5mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ K-factors at NNLO can still be large, especially if new channels open up beyond tree, e.g. $\sigma^{\text{NNLO}}_{pp\rightarrow \gamma\gamma\gamma}$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%;&#34;&gt;
  &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
       &lt;img src=&#34;1911.00479.crosssection.png&#34;; style=&#34;max-width:473px;float:center;border:none;margin-top:0px;margin-bottom:-5mm;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1911.00479&gt;
       	  Chawdhry, Czakon, Mitov, Poncelet (&#39;19)
       &lt;/a&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;2010.04681.crosssection.png&#34;; style=&#34;max-width:450px;float:center;border:none;margin-top:0px;margin-bottom:-5mm;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2010.04681&gt;
       	  Kallweit, Sotnikov, Wiesemann (&#39;20)
       &lt;/a&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ High-multiplicity two-loop amplitudes required also because:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;display:block; width:100%;margin-top:0mm;&#34;&gt;
  &lt;div style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; &#34;&gt;
       $\qquad\star$ At high energy, some radiation is more likely than no radiation (resummation disrupts naive $\alpha_s$ counting)
  &lt;/div&gt;
  &lt;div style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; &#34;&gt;
       $\qquad\star$ As real-virtual(-virtual) contributions to emerging N$^3$LO computations (or N$^2$LO if loop-induced)
  &lt;/div&gt;
  &lt;div style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; &#34;&gt;
       $\qquad\star$ Some interesting kinematic regions are only accessible with extra radiation (e.g. $p_T$ distributions)
  &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Status of Two-Loop Five-Point Amplitudes &lt;/b&gt;&lt;/p&gt;
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&lt;table&gt;
    &lt;thead&gt;
        &lt;tr&gt;
            &lt;th&gt;Process&lt;/th&gt;
            &lt;th&gt;Analytical Amplitudes&lt;/th&gt;
            &lt;th&gt;Numerical Codes&lt;/th&gt;
            &lt;th&gt;Cross Sections&lt;/th&gt;
        &lt;/tr&gt;
    &lt;/thead&gt;
    &lt;tbody&gt;
        &lt;tr class=&#34;double-line&#34;&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow \gamma\gamma\gamma$&lt;/td&gt;
            &lt;td&gt;[3$\kern-2.2mm\phantom{x}^\star$, 4$\kern-2.2mm\phantom{x}^\star$, &lt;b&gt;5&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[3$\kern-2.2mm\phantom{x}^\star$, &lt;b&gt;5&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[1$\kern-2.2mm\phantom{x}^\star$, 2$\kern-2.2mm\phantom{x}^\star$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow \gamma\gamma j$&lt;/td&gt;
            &lt;td&gt;[6$\kern-2.2mm\phantom{x}^\dagger$, 7$\kern-2.2mm\phantom{x}^\dagger$, &lt;b&gt;9&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[6$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;[8$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow \gamma jj$&lt;/td&gt;
            &lt;td&gt;[&lt;b&gt;10&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;[&lt;b&gt;10&lt;/b&gt;]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow jjj$&lt;/td&gt;
            &lt;td&gt;[11$^\dagger$, &lt;b&gt;12&lt;/b&gt;, &lt;b&gt;13&lt;/b&gt;, &lt;b&gt;14&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[11$^\dagger$,&lt;b&gt;14&lt;/b&gt;]&lt;/td&gt;
            &lt;td&gt;[15$\kern-2.2mm\phantom{x}^\dagger$, 16$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr class=&#34;double-line&#34;&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Wb\bar b$&lt;/td&gt;
            &lt;td&gt;[17$\kern-2.2mm\phantom{x}^\dagger$, 18$\kern-2.2mm\phantom{x}^{\dagger\ast}$, 19a$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;[19a$\kern-2.2mm\phantom{x}^\dagger$, 19b$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Hb\bar b$&lt;/td&gt;
            &lt;td&gt;[20$^{\dagger\ast}$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Wj\gamma$&lt;/td&gt;
            &lt;td&gt;[21$^\star$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow Wjj$&lt;/td&gt;
            &lt;td&gt;[17$\kern-2.2mm\phantom{x}^\dagger$]&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr class=&#34;double-line&#34;&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
            &lt;td&gt;$pp \rightarrow ttH$&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;&lt;/td&gt;
            &lt;td&gt;[22]&lt;/td&gt;
        &lt;/tr&gt;
        &lt;tr&gt;
        &lt;/tr&gt;
    &lt;/tbody&gt;
&lt;/table&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-top: 2mm; margin-bottom: 3mm;&#34;&gt;
Legend: &lt;b&gt;bold&lt;/b&gt; = full color; $\star$ = planar $\neq$ leading color; $\dagger$ = planar = leading color; $\ast$ = ($y_b \neq 0$, $m_b = 0; \text{or } W-\text{onshell}$)
&lt;/div&gt;&lt;br&gt;
&lt;style&gt;
    .two-col {
        display: flex;
        justify-content: center;
        margin: 0 auto;
    }
    .column {
        flex: 1;
        width: 50%;
        padding: 1px;
        margin: 0 1px;
        text-align: center;
    }
&lt;/style&gt;
&lt;div class=&#34;two-col&#34; style=&#34;margin-top:-12mm; margin-left:-12mm;margin-right:-12mm;&#34;&gt;
    &lt;div class=&#34;column&#34;&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1762583&#34; style=&#34;font-size: 13pt;&#34;&gt;[1] Chawdhry, Czakon, Mitov, Poncelet &#39;19&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1827330&#34; style=&#34;font-size: 13pt;&#34;&gt;[3] Abreu, Page, Pascual, Sotnikov &#39;20&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2663067&#34; style=&#34;font-size: 13pt;&#34;&gt;[5] Abreu, GDL, Ita, Klinkert, Page, Sotnikov &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1850624&#34; style=&#34;font-size: 13pt;&#34;&gt;[7] Chawdhry, Czakon, Mitov, Poncelet &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1862813&#34; style=&#34;font-size: 13pt;&#34;&gt;[9] Agarwal, Buccioni, von Manteuffel, Tancredi &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1849070&#34; style=&#34;font-size: 13pt;&#34;&gt;[11] Abreu, Febres Cordero, Ita, Page, Sotnikov&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2723256&#34; style=&#34;font-size: 13pt;&#34;&gt;[13] GDL, Ita, Klinkert, Sotnikov &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1868437&#34; style=&#34;font-size: 13pt;&#34;&gt;[15] Czakon, Mitov, Poncelet &#39;21&#39;&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;jjj - xsection LC ---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1944964&#34; style=&#34;font-size: 13pt;&#34;&gt;[17] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wjj---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2077368&#34; style=&#34;font-size: 13pt;&#34;&gt;[19a, &lt;/a&gt;&lt;a href=&#34;https://inspirehep.net/literature/2148214&#34; style=&#34;font-size: 13pt;&#34;&gt; 19b] Hartanto, Poncelet, Popescu, Zoia &#39;22&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wbb-xsection---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2008918&#34; style=&#34;font-size: 13pt;&#34;&gt;[21] Badger, Hartanto, Kryś, Zoia &#39;22&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wjy---&gt;  
    &lt;/div&gt;
    &lt;div class=&#34;column&#34; style=&#34;margin-left:-5mm;&#34;&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1822188&#34; style=&#34;font-size: 13pt;&#34;&gt;[2] Kallweit, Sotnikov, Wiesemann &#39;20&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1838380&#34; style=&#34;font-size: 13pt;&#34;&gt;[4] Chawdhry, Czakon, Mitov, Poncelet &#39;20&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1844579&#34; style=&#34;font-size: 13pt;&#34;&gt;[6] Agarwal, Buccioni, von Manteuffel, Tancredi &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1863379&#34; style=&#34;font-size: 13pt;&#34;&gt;[8] Chawdhry, Czakon, Mitov, Poncelet &#39;21&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2651109&#34; style=&#34;font-size: 13pt;&#34;&gt;[10] Badger, Czakon, Hartanto, Moodie, Peraro, Poncelet, Zoia &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2723232&#34; style=&#34;font-size: 13pt;&#34;&gt;[12] Agarwal, Buccioni, Devoto, Gambuti, von Manteuffel, Tancredi &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2728739&#34; style=&#34;font-size: 13pt;&#34;&gt;[14] GDL, Ita, Sotnikov &#39;23&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2058537&#34; style=&#34;font-size: 13pt;&#34;&gt;[16] Chen, Gehrmann, Glover, Huss, Marcoli &#39;22&lt;/a&gt;&lt;/p&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1844767&#34; style=&#34;font-size: 13pt;&#34;&gt;[18] Badger, Hartanto, Zoia &#39;21&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Wbb---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/1896584&#34; style=&#34;font-size: 13pt;&#34;&gt;[20] Badger, Hartanto, Kryś, Zoia &#39;21&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Hbb---&gt;
        &lt;p style=&#34;margin-bottom:-4mm; margin-top:-4mm;&#34;&gt;&lt;a href=&#34;https://inspirehep.net/literature/2165654&#34; style=&#34;font-size: 13pt;&#34;&gt;[22] Catani, Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;22&lt;/a&gt;&lt;/p&gt; &lt;!--- pp-&gt;Hbb---&gt;
    &lt;/div&gt;     
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top:4mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center;&#34;&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
          &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Full $N_C $ motivation&lt;/b&gt;
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 16pt;&#34;&gt;
        3 is not that big! And certainly not close to $\infty$
        &lt;/div&gt;
        &lt;img src=&#34;correction_sizes_catani.png&#34; style=&#34;max-width:500px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom: 3mm;&#34;&gt;
        Slc contributions to $pp\rightarrow jjj$ should be similar to blue curve.
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom: 3mm;&#34;&gt;
        Expect $\mathcal{O}(10\%)$ effect on duble-virtual hard function, &lt;br&gt; this is scheme dependant.
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 15pt;&#34;&gt;
        Effect on $\sigma^{\text{NNLO}}$ depends on size of $\mathcal{H}^{(2)}$.
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;margin: 0 10px;&#34;&gt;
        &lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
          &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Pheno. Goal&lt;/b&gt;
        &lt;/div&gt;
        &lt;div style=&#34;font-size: 16pt; margin-bottom:2mm;&#34;&gt;
        Stable and fast evaluations for cross sections
        &lt;/div&gt;
        &lt;img src=&#34;h2_5g.png&#34; style=&#34;max-width:490px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom:-4mm;&#34;&gt;
        &lt;code&gt; C++ &lt;/code&gt; Code available at
        &lt;/div&gt;
        &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34; style=&#34;font-size: 14pt;&#34;&gt;gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&lt;/a&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom:-4mm;&#34;&gt;
        Analytics available at
        &lt;/div&gt;
        &lt;a href=&#34;https://zenodo.org/records/10142295&#34; style=&#34;font-size: 14pt;&#34;&gt;zenodo.org/records/10142295&lt;/a&gt; &lt;span style=&#34;font-size: 16pt&#34;&gt;&amp;&lt;/span&gt;
        &lt;a href=&#34;https://zenodo.org/records/10231547&#34; style=&#34;font-size: 14pt;&#34;&gt;zenodo.org/records/10231547&lt;/a&gt;
        &lt;div style=&#34;font-size: 15pt; margin-bottom:-4mm;&#34;&gt;
        with &lt;code style=&#34;font-size: 14pt;&#34;&gt;Mathematica&lt;/code&gt;, &lt;code style=&#34;font-size: 14pt;&#34;&gt;Python&lt;/code&gt; and &lt;code style=&#34;font-size: 14pt;&#34;&gt;C++&lt;/code&gt; scripts.
        &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Color Algebra in the Trace Basis &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;width:60%; float: left; display: inline-block;&#34;&gt;
     &lt;div style=&#34;font-size: 12pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
          \[
          \require{color}
          \require{amsmath}
          \hspace{-5mm}
          \begin{align}
               \mathcal{A}_{\vec{a}}(1_g,2_g,3_g,4_g,5_g) &amp; = \sum_{\sigma \in \mathcal{S}_5/\mathcal{Z}_5} \sigma\Big(\text{tr}(T^{a_1}T^{a_2}T^{a_3}T^{a_4}T^{a_5}) \; A_{1}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma\in \frac{\mathcal{S}_5}{\mathcal{Z}_2 \times \mathcal{Z}_3}} \sigma\Big(\text{tr}(T^{a_1}T^{a_2}) \text{tr}(T^{a_3}T^{a_4}T^{a_5}) \; A_{2}(1,2,3,4,5)\Big) + , \\[8mm]
               \mathcal{A}_{\vec{a}}(1_u,2_{\bar u},3_g,4_g,5_g) &amp; =
               \sum_{\sigma \in \mathcal{S}_3(3,4,5)} \sigma\Big(
               (T^{a_3}T^{a_4}T^{a_5})^{\,\bar i_2}_{i_1} \; 
               A_{3}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma \in \frac{\mathcal{S}_3(3,4,5)}{\mathcal{Z}_2(3,4)}} 
               \sigma\Big(\text{tr}(T^{a_3}T^{a_4}) (T^{a_5})^{\,\bar i_2}_{i_1} 
               \; A_{4}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma \in \frac{\mathcal{S}_3(3,4,5)}{\mathcal{Z}_{3}(3,4,5)}} 
               \sigma\Big(\text{tr}(T^{a_3}T^{a_4}T^{a_5}) \delta^{\bar i_2}_{i_1}
               A_{5}(1,2,3,4,5)\Big) \; , \\[8mm]
               \mathcal{A}_{\vec{a}}(1_u,2_{\bar u},3_d,4_{\bar d},5_g) &amp;= 
               \sum_{\sigma \in \mathcal{Z}_2(\{1,2\},\{3,4\})} \sigma\Big(
               \delta^{\bar i_4}_{i_1} (T^{a_5})^{\,\bar i_2}_{i_3} 
               \; A_{6}(1,2,3,4,5)\Big) \; + \\[2mm]
               &amp; \quad \sum_{\sigma \in \mathcal{Z}_2(\{1,2\},\{3,4\})} \kern-2mm \sigma\Big(
               \delta^{\bar i_2}_{i_1} (T^{a_5})^{\,\bar i_4}_{i_3} 
               \; A_{7}(1,2,3,4,5)\Big)\,,\kern-1mm
          \end{align}
          \]
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -5mm;&#34;&gt;
     &lt;img src=&#34;5g-diags-transparent.png&#34;; style=&#34;max-width:270px; float:center; border:none; margin-top: 0mm; margin-bottom: -4mm; margin-left: 0mm;&#34;&gt;
     &lt;br&gt;
     &lt;img src=&#34;2q3g-diags-transparent.png&#34;; style=&#34;max-width:270px; float:center; border:none; margin-top: 0mm; margin-bottom: -4mm; margin-left: 0mm;&#34;&gt;
     &lt;br&gt;
     &lt;img src=&#34;4q1g-diags-transparent.png&#34;; style=&#34;max-width:270px; float:center; border:none; margin-top: 0mm; margin-bottom: -6mm; margin-left: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top:6mm; margin-bottom: 6mm;&#34;&gt;
Each $A_{i}$ has an expansion in powers of $\alpha_s$. We consider the $\alpha_s^2$ corrections.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom:0mm;&#34;&gt; Relations among Partials &lt;/b&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 4mm; magin-top:-4mm;&#34;&gt;
$\circ$ $N_c^{n_c}$ &amp; $N_f^{n_f}$ expansion, notation $A^{(L),(n_c, n_f)}_{\text{partial}}$, &lt;span style=&#34;color: red&#34;&gt; red &lt;/span&gt; = new, $0\rightarrow q\bar q Q\bar Q g$ example
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: -2mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          A_6^{(2)} = N_c^2 A_6^{(2),(2,0)} + {\color{red} A_6^{(2),(0,0)}} + \frac{1}{N_c^2} {\color{red} A_6^{(2),(-2,0)}}
               +  N_f N_c A_6^{(2),(1,1)} + \frac{N_f}{N_c} {\color{red} A_6^{(2),(-1,1)}} + N_f^2  A_6^{(2),(0,2)} \, , \\
          A_7^{(2)} = N_c {\color{red} A_7^{(2),(1,0)}}+\frac{1}{N_c}{\color{red} A_7^{(2),(-1,0)}}+\frac{1}{N_c^3}{\color{red} A_7^{(2),(-3,0)}}
               + N_f{\color{red} A_7^{(2),(0,1)}} + \frac{N_f}{N_c^2} {\color{red} A_7^{(2),(-2,1)}} + \frac{N_f^2}{N_c}{\color{red} A_7^{(2),(-1,2)}} \, .
     \end{gather}
     \]
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top:-2mm; margin-bottom: 8mm;&#34;&gt;
$\circ$ New identities among partials (plus two more for the $n_f = 1$ partials) 
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-bottom: 4mm; magin-top: 6mm;&#34;&gt;
     \[\\[2mm]
     \Big\{ \big[ 16 \, A^{(2),(2,0)}_6\, (1,2,3,4,5) 
          + 4 \, A^{(2),(0,0)}_6\, (1,2,3,4,5) + 
          A^{(2),(-2,0)}_6(1,2,3,4,5) \big]
          - \big[\dots \big]_{3 \leftrightarrow 4} \Big\}
          - \Big\{ \dots \Big\}_{1 \leftrightarrow 2} = 0 \, .
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 8mm; margin-bottom: 0mm&#34;&gt;
     \[
     \begin{gather}
          \big[  32 \, A^{(2),(2,0)}_6\, (1,2,3,4,5) + 8 \, A^{(2),(0,0)}_6\, (1,2,3,4,5) + 2 A^{(2),(-2,0)}_6(1,2,3,4,5) \\
               + 16 \, A^{(2),(1,0)}_7\, (1,2,3,4,5) \, + 4 A^{(2),(-1,0)}_7( 1,2,3,4,5) + A^{(2),(-3,0)}_7 (1,2,3,4,5) \big]
               - \big[ \dots \big]_{3 \leftrightarrow 4}=  0 \, .
     \end{gather}
     \]
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; float: center; margin-top: 10mm; margin-bottom: 6mm;&#34;&gt;
These redundancies do not affect the complexity of the calculation (see discussion on vector spaces).
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-14mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-9mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-4mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ $\mathcal{A}^{(1)}_R$ to order $\epsilon^2$ is still needed to build $\mathcal{R}^{(2)}$, but there is no real reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20);&amp;nbsp; &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct $\color{red}{r_{i}(\lambda,\tilde\lambda)}$ from $\mathbb{F}_p$ samples
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
von Manteuffel, Schabinger (&#39;14)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
Peraro (&#39;16)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; magin-bottom:-2mm;&#34;&gt; Numerical Generalized Unitarity @ 2 Loops &lt;/b&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-right: 0mm; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1510.05626&gt;
Ita (&amp;lsquo;15)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-left:2mm; margin-right: 0mm; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1712.03946&gt;
Abreu, Febres Cordero, Ita, Page, Zeng (&amp;lsquo;17)
&lt;/a&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\circ$ The integrand Ansatz is matched to products of trees on cuts
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:0mm&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     $\star$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.
	&lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     $\star$ IBP reduction = decomposition on RHS, $\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma $
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 4mm; margin-top: 8mm;&#34;&gt;
$\circ$ The SLC cut-hierarchy is significantly larger than the LC one, e.g.
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;NbrOfDiagramsTable-transparent.png&#34;; style=&#34;max-width:800px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-and-geometric-structure&#34;&gt;Analytic and Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;based on: &lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;/p&gt;
&lt;!---
---

&lt;b style=&#34;font-variant: small-caps; font-size: 33pt;&#34;&gt; Flavors of Analytic Reconstruction  &lt;/b&gt;

&lt;div style=&#34;float:left; font-size: x-large; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ Two distinct but related reconstruction problems:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm; margin-right: 0mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; text-align: center; font-size: x-large;  margin-top: 0mm;&#34;&gt;
          $\star$ individual functions &lt;br&gt;
          &lt;span style=&#34;font-size: 15pt;&#34;&gt; see tomorrow&#39;s talk by &lt;span style=&#34;color: green; &#34;&gt; Chawdhry &lt;/span&gt; &lt;br&gt;&lt;br&gt;
          Eventually have to face this. &lt;/span&gt; 
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; text-align: center; font-size: x-large; margin-top: 0mm;&#34;&gt;
          $\star$ functions within vector spaces &lt;br&gt;
          &lt;span style=&#34;font-size: 15pt;&#34;&gt; see tomorrow&#39;s talk by &lt;span style=&#34;color: green; &#34;&gt; Liu &lt;/span&gt; &lt;br&gt;&lt;br&gt;
          &lt;p style=&#34;margin-top:-4mm; font-size: 15pt;&#34;&gt;
          Relations + choice of basis &lt;br&gt;   
          help the reconstruction &lt;/p&gt;
          &lt;/span&gt; 
	&lt;/div&gt;
&lt;/div&gt;

&lt;br&gt;&lt;br&gt;&lt;br&gt;

&lt;div style=&#34;float:left; font-size: x-large; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ Two main approaches to analytic reconstruction
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm; margin-right: 0mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; text-align: center; font-size: x-large; margin-top: 0mm;&#34;&gt;
          $\star$ interpolation &lt;br&gt;
          &lt;span style=&#34;font-size: 15pt;&#34;&gt; 
          No Gaussian elimination required; &lt;br&gt;
          but not clear how to handle redundant variables
          &lt;/span&gt; 
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; text-align: center; font-size: x-large;  margin-top: 0mm;&#34;&gt;
          $\star$ Ansatzing &lt;br&gt;
          &lt;span style=&#34;font-size: 15pt;&#34;&gt;
          Requires Gaussian elimination; &lt;br&gt;
          but works with redundant variables
          &lt;/span&gt; 
     &lt;/div&gt;
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 33pt; margin-bottom: 10mm;&#34;&gt; Fieds of Fractions of Polynomial Quotient Rings  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 10mm; margin-bottom: 0mm; margin-left: -4mm; margin-right: -4mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
               $\circ$ Starting from polynomials, we have
          &lt;/div&gt;
          &lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}$ the covariant quotient ring of spinors
          &lt;/div&gt;
          &lt;br&gt; 
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 1mm; margin-bottom: 0mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ Lorentz invariants live in a sub-ring of $R_n$
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 1mm; margin-bottom: 0mm&#34;&gt;
               $$\displaystyle \kern4mm R_n \supset \mathcal{R}_n = \mathbb{F}\big[⟨1|2⟩, \dots, [n-1|n]\big] \big/ (\mathcal{J}_n + \mathcal{K}_n + \bar{\mathcal{K}}_n)$$
          &lt;/div&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}$ where $\mathcal{J}_n$: momentum cons., $\;\stackrel{\tiny{(}\normalsize{-}\tiny{)}}{\mathcal{K}}_n$: shouten identities 
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm; margin-right: -4mm;&#34;&gt;
          &lt;img src=&#34;stability_mandel_spinor.png&#34;; style=&#34;max-width:500px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -2mm; margin-bottom: 1mm;&#34;&gt;
               Plot from LC $pp\rightarrow \gamma\gamma\gamma$ remainder in Born kinematics.
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
               The slopes &lt;i&gt;flatten out&lt;/i&gt; in soft/collinear configurations.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; padding: 10px; display: inline-block; margin-top: 8mm;&#34;&gt; &lt;!--- border: 2px solid black;  ---&gt;
    $r_i(\lambda, \tilde\lambda)$ at $n$-point belong to the field of fractions of $\mathcal{R}_{n&gt;3}$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;float:left; font-size: x-large; margin-top: 8mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ This allows to manifes:
&lt;/div&gt;
&lt;div style=&#34;float:left; font-size: 16pt; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
     $\kern8mm$ 1) that the singularities are $\approx \sqrt{s_{ij}}\kern10mm$ 2) the behaviour with $P^\mu \in \mathbb{C}$, i.e. away from $\langle ij \rangle = [ij]^{\ast}$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 18pt;&#34;&gt;
     (i.e. what happens at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:60%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ The rational coefficients take the form
          &lt;/div&gt;
          &lt;br&gt;&lt;br&gt;
          &lt;div style=&#34;font-size:16pt; float: center; margin-top: -3mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)}
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ The $\mathcal{D}_j$ are related to the letters of the symbol alphabet
          &lt;/div&gt;
          &lt;br&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
          Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
          &lt;/a&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:16pt; float: center; margin-top: 1mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \{\mathcal{D}_{\{1,\dots,35\}}\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_5)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1] \big\}
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size:15pt; float: right; margin-top: -10mm; margin-bottom: 1mm;&#34;&gt;
               $\kern0mm\color{green}\text{Identical to 1-loop!}$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:260px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -2mm; margin-bottom: 1mm;&#34;&gt;
               The codimension one variety 
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
               $\langle x^3 + y^3 - z^2 \rangle$ in $\mathbb{R}[x,y,z]$
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ Non-trivial statement (not proven!): all irreducible polynomials generate prime ideals, @ 5-pt.
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 12pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern38mm$ Geometry $\kern38mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fraction Decompositions &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. what happens at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \\ \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:17pt; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ When is a partial fraction decomposition possible? (an example)
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size:15pt; float: center; margin-top: -8mm; margin-bottom: 1mm;&#34;&gt;
     $$\frac{\mathcal{N}}{(\prod_j \mathcal{D}_j^{q_j})\times\langle 4|1+3|4]\langle 5|1+4|5]} \stackrel{?}{=} \frac{\mathcal{N}_1}{(\prod_j \mathcal{D}_j^{q_j})\times\langle 4|1+3|4]} + \frac{\mathcal{N}_2}{(\prod_j \mathcal{D}_j^{q_j})\times\langle 5|1+4|5]}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:17pt; float: left; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
     $\circ$ Compute primary decompositions
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size:15pt; float: center; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
     $$
     J = \big\langle \langle 4|1+3|4], \langle 5|1+4|5] \big\rangle \qquad
     K = \big\langle \langle14\rangle,\langle15\rangle,\langle45\rangle,[23] \big\rangle \quad
     L = \big\langle \langle ij\rangle \; \forall \; i,j\in\{1,\dots 5\} \big\rangle \\[2mm]
     M = \big\langle \langle 4|1+3|4], \langle 5|1+4|5], |1+4|5\rangle\langle14\rangle + |5|4\rangle\langle15\rangle, \langle\rangle \leftrightarrow [] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size:15pt; float: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     J = K \cap \bar K \cap L \cap \bar L \cap M \quad \text{or} \quad V(J) = V(K) \cup V(\bar K) \cup V(L) \cup V(\bar L) \cap V(M)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     If $\mathcal{N}$ vanishes on all branches than the equality holds by Hilbert&#39;s Nullstellensatz.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For a fleshed out example with open-source code see &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22) &lt;/a&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 16pt;&#34;&gt; see also tomorrow&amp;rsquo;s talks by &lt;span style=&#34;color: green; &#34;&gt; Chawdhry &lt;/span&gt; and &lt;span style=&#34;color: green; &#34;&gt; Liu &lt;/span&gt;&lt;/p&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;margin-top:13mm; font-size: 16pt;&#34;&gt;
also based on: &lt;br&gt;
GDL, Ita, Page, Sotnikov (to appear)
&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Vector Spaces of Rational Functions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Sort the $r_i$ by mass dimension of $\mathcal{N}$ ($\approx$ Ansatz size), pick simplest subset forming a basis $r_{i \in \mathcal{B}}$
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -8mm; margin-bottom: -2mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j \, , \qquad M_{ij} \in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;ReconstructionComplexity.png&#34;; style=&#34;max-width:550px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Change basis: 
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -10mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \kern-20mm \tilde{r}_i = O_{ii&#39;}r_{i&#39;\in\mathcal{B}} \; \longrightarrow \; R = \tilde{r}_{i} \, O_{ii&#39;}^{-1}M_{i&#39;j} \, h_j = \tilde{r}_{i}  \tilde{M}_{ij} h_j
     $$
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Key insight to build a good $O_{ii&#39;}:$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -2mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \text{dim(span}(\lim_{\mathcal{D_j} \rightarrow  0 }r_{i})) \leq \text{dim(span}(r_{i}))
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ i.e., the &lt;span style=&#34;color: red&#34;&gt;pole residues are correlated&lt;/span&gt;, build linear combinations that &lt;i&gt; de-correlate&lt;/i&gt; them
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -2mm;&#34;&gt; De-correlating the Residues &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Build Laurent expansions around $t_{\mathcal{D}_k}$
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; &gt;
See also: 
&lt;a style=&#34;font-size: 11pt; &#34; href=https://arxiv.org/abs/1608.01902&gt;
Tiele interpolation - Peraro (&#39;16); 
&lt;/a&gt;
&lt;a style=&#34;font-size: 11pt; &#34; href=https://inspirehep.net/literature/1944964&gt;
spinor slice - Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov (&#39;21); 
&lt;/a&gt;
&lt;a style=&#34;font-size: 11pt; &#34; href=https://inspirehep.net/literature/2654774&gt;
p(z)-adic expansion - Fontana, Peraro (&#39;23)$\phantom{; }$
&lt;/a&gt;
&lt;/span&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 17pt; margin-top: -13mm; margin-bottom: 5mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{q_k = \text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space:
&lt;/div&gt; &lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 17pt; float: center; margin-top: -4mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;border: 1px solid black; font-size: 17pt; padding: 10px; display: inline-block; margin-top: 2mm;&#34;&gt;
    $\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))$: functions that do &lt;u&gt;not&lt;/u&gt; have a $D_k^m$ singularity
&lt;/div&gt;
---&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:16pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern25mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Spinor-Helicity Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: x-large; margin-bottom: 1mm; margin-top: -5mm;&#34;&gt;
&lt;img src=&#34;VSSizeTable-transparent.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;img src=&#34;quarks_vs_sizes.png&#34;; style=&#34;max-width:340px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The gluon MHV rational functions fit in 3 pages of the appendix
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 14pt; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $$ \tilde{r}^{\text{MHV}}_{\text{first 5 of 115}} = \left\{ \frac{⟨45⟩^2}{⟨12⟩⟨13⟩⟨23⟩}, \frac{⟨45⟩^3}{⟨12⟩^2⟨34⟩⟨35⟩}, \frac{⟨45⟩^3}{⟨12⟩⟨15⟩⟨23⟩⟨34⟩}, \frac{[14][12][35]}{⟨23⟩[45]^3}, \frac{⟨45⟩^2⟨24⟩}{⟨12⟩^2⟨23⟩⟨34⟩}, \dots \right\} \text{+ symmetries}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ All rational functions fitted in a single finite field. The matrices still required a few values of $p$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The size of the results is dominated by the rational matrices (explicitly given for all crossings).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The simplification of the basis change is &lt;u&gt;independent&lt;/u&gt; of that from PFDs.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Can now study propertities of the amplitude &lt;br&gt;
     $\phantom{\circ}$ e.g. no function has a $\text{tr}_5$ singularity, nor a pair of $\langle i | j + k | i]$ in the same denominator.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Quarks from Gluons &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Checking whether a rational function belongs to a given vector space
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $$
     r_{\text{guess}} \stackrel{?}{\in} \text{span}_{FF(R_5), \mathbb{Q}}(r_{i})
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\phantom{\circ}$ is much simpler problem than performing a rational reconstruction! &lt;br&gt;
     $\phantom{\circ}$ It only requires as many evaluations as the dimension of the vector space.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The vector space has uniform mass dimension and phase weights, which depend on helicities
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $$
     |i⟩ \rightarrow t^{1/2}|i⟩, \; |i] \rightarrow t^{1/2}|i] \quad \forall \; i \quad \text{and} \quad
     |i⟩ \rightarrow t|i⟩, \; |i] \rightarrow \frac{1}{t}|i]
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Rescale gluon amplitudes in a way reminiscent of supersymmetry Ward identities
&lt;/div&gt;
&lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://inspirehep.net/literature/1247066&gt;
     Elvang, Huang &#39;13 $\;$ 
&lt;/a&gt;
&lt;p style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     see e.g. $\;$
&lt;/p&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -10mm; margin-bottom: 0mm;&#34;&gt;
     $$
     \tilde{r}^{-}_{73}(q^+,q^-,g^+,g^+,g^-) = \frac{[14]⟨25⟩⟨45⟩}{⟨24⟩[24]⟨34⟩^2} = \frac{⟨14⟩}{⟨24⟩} \underbrace{\frac{[14]⟨25⟩⟨45⟩}{⟨14⟩[24]⟨34⟩^2}}_{r^{--}_{18}(g^+,g^-,g^+,g^+,g^-)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 0mm;&#34;&gt;
     $\circ$ We obtain most (50% of 2q3g and 90% of 4q1g) quarks functions this way.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;outlook&#34;&gt;Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 10mm;&#34;&gt;
   Complexity of 2-loop 5-point 1-mass Amplitudes
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;
$\circ\,$ The number of letters in the spinor alphabet goes from 35 to more then 220:
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: left; font-size: 16pt; margin-top: 0mm; margin-bottom: -2mm;&#34;&gt;
     $$
     \displaystyle \kern5mm \{W_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\}
     $$
&lt;/div&gt; &lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -15mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ from the point of view of the coefficients, this is closer to a massless 6-pt. computation than a 5-pt. one.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;display:block; width:100%; font-size: 16pt; margin-top: -5mm; margin-bottom: 4mm;&#34;&gt;
     &lt;div style=&#34;width:50%; text-align: left; float: left; display: font-size: x-large; margin-top:8mm;&#34;&gt;
          $\circ$ The LCD Ansatz size grows quickly with &lt;br&gt; multiplicity (m) and mass dimension (d): &lt;br&gt;&lt;br&gt;
          &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: -8mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2010.14525&gt;
               GDL, Maître (&#39;20)
          &lt;/a&gt; &lt;br&gt;
          $\displaystyle \kern20mm \text{Ansatz size} \geq \small \left(\mkern -9mu \begin{pmatrix}\, m(m-3)/2 \, \\ \, d/2 \, \end{pmatrix} \mkern -9mu \right)$ &lt;br&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block;&#34;&gt;
          &lt;img src=&#34;AnsatzSizes.png&#34;; style=&#34;max-width:440px;float:center;border:none;margin-top:-10pt;margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
$\circ\,$ We can still achieve compact results, e.g. for the new (spurious?) 2-loop pole, $⟨k|j|p\mkern-7.5mu/_V|l|k]-⟨j|i|p\mkern-7.5mu/_V|l|j]$
$$r^{(5 \text{ of } 54)}_{\bar{u}^+g^+g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{[12][23]⟨24⟩⟨46⟩^2⟨1|2+3|4]⟨2|1+3|4]}{⟨12⟩⟨23⟩⟨56⟩(⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2])^2}$$
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: 28pt; margin-bottom: 10mm;&#34;&gt;
   Iterated Reconstruction by Sequentially Removing Poles
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 2mm;&#34;&gt;
$\circ\,$ In general results are much more complicated, but we can retain control surface-by-surface
&lt;/div&gt;
&lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/fix&gt;
     Campbell, GDL, Ellis, (&#39;22)
&lt;/a&gt;
&lt;p style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     and $\;$
&lt;/p&gt;
&lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
     GDL, Page (&#39;22) $\;$
&lt;/a&gt;
&lt;p style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     see also: $\;$
&lt;/p&gt;
&lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
     GDL, Maître (&#39;19) $\;$ 
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: 14pt; margin-top: -8mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; \text{Variety (scheme?) to isolate term(s)} \\[2mm]
&amp; +\frac{7/4(s_{24}-s_{13})⟨6|1+4|5]s_{123}(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; +\frac{1/4[12]^3⟨14⟩[45]⟨46⟩}{[13][23]⟨1|2+3|1]⟨4|5+6|4]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨1|2+3|1], ⟨4|5+6|4]^2 \Big\rangle \\[1mm]
&amp; -\frac{1/4[12]2⟨13⟩⟨24⟩[45]⟨46⟩}{⟨12⟩[13]⟨2|1+3|2]⟨4|5+6|4]^2}-\frac{3/4⟨34⟩2[45]⟨46⟩⟨3|1+2|4]}{⟨14⟩⟨23⟩⟨2|1+3|4]⟨4|5+6|4]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨4|5+6|4] \Big\rangle \\[1mm]
&amp; + \dots \text{more than 30 other fractions} \dots &amp;&amp;
\end{alignedat}
$$
&lt;/div&gt;
&lt;!--- 
&amp; \frac{-7/8⟨16⟩⟨1|2+3|5]⟨3|1+4|2](s_{13}-s_{24} )(s_{123}-s_{234})}{⟨14⟩⟨1|2+3|4]^2⟨2|1+4|3]Δ_{14|23|56}} &amp; \qquad\qquad &amp; \Big\langle ⟨1|2+3|4]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; +\frac{7/2⟨13⟩^3[15]⟨16⟩[23]}{⟨12⟩⟨14⟩⟨1|2+3|1]⟨1|2+3|4]^2}+\frac{7/2⟨13⟩^2⟨16⟩[25]}{⟨12⟩⟨14⟩⟨1|2+3|4]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨1|2+3|4] \Big\rangle \\[1mm]
&amp; -\frac{7⟨24⟩[25][35]s_{123}}{⟨12⟩[23][56]⟨2|1+4|3]^2} &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3] \Big\rangle \\[1mm]
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm;&#34;&gt;
$\circ\,$ Preliminary results (originally around 1.3GB of source code, compiled in almost 20GB of C++ binaries):
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: 2mm;&#34;&gt;
$pp\rightarrow Vq\bar q : \; 120\text{KB} \; r_i, \; 500\text{KB} \; M_{ij} \qquad pp\rightarrow Vgg\; \text{(MHV)}: \; 170\text{KB} \; r_i, \; 33\text{KB} \; M_{ij}; $ &lt;br&gt;
$pp\rightarrow Vgg\; \text{(NMHV)}: \; 13\text{MB} \; r_i, \; 1\text{MB} \; M_{ij}.$
&lt;/div&gt;
&lt;div style=&#34;border: 1px solid black;  display: inline-block; text-align: center; float:center; font-size: 17pt; margin-top: 5mm;&#34;&gt;
Compact results are still achievable, but advancements will be required to make this sustainable.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Conclusions
&lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Full-color 5-point massless amplitudes are well within reach, 
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Subleading color corrections can be fairly sizable
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The reconstruction can be peformed in spinor-helicity variables, which yield compact results
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Understanding the partial fraction structure of amplitudes is essential to tame their complexity
&lt;/div&gt;

---
---&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;EdiCastle.jpg&#34;
  &gt;

&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
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        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
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        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
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&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -5mm;&#34;&gt; Constraints from Poles &lt;/b&gt;
&lt;br&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: x-large; margin-top: -16mm;&#34;&gt; Bootstrapping trees (?) &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 8mm;&#34;&gt;
     $\circ$ The degree of divergence / vanishing on various surfaces imposes strong constraints, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $ A^{\text{tree}}_{q^+g^+g^+\bar q^-g^-g^-} = \frac{\mathcal{N(\text{m.d.} = 6\,,\; \text{p.w.} = [-1, 0, 0, 1, 0, 0])}}{\langle 12\rangle\langle 23\rangle\langle 34\rangle [45][56][61]s_{345}}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Pretend this is un unknown integral coefficient, $\mathcal{N}$ has 143 free parameters.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ List the various prime ideal, such as
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $ \big\langle \langle 12\rangle, \langle 23\rangle, \langle 13\rangle \big\rangle, \; \big\langle |1\rangle \big\rangle, \; \big\langle \langle 12\rangle, |1+2|3]\big\rangle, \dots$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ and impose that $\mathcal{N}$ vanishes to the correct order. We determine it up to an overall constant.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2207.10125&gt;
     GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Likewise, the ansatz for $A^{\text{tree}}_{g^+g^+g^+ g^-g^-g^-}$ shrinks $1326 \rightarrow 1$, etc..
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;i&gt; Effectively, we can &lt;b&gt; compute &lt;/b&gt; trees, just from their &lt;u&gt;poles orders&lt;/u&gt;. &lt;br&gt; Note: compared to BCFW there is &lt;u&gt;no&lt;/u&gt; information about &lt;u&gt;residues&lt;/u&gt;. &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Fraction Decompositions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For integral coefficients, we can&#39;t rely on the Ansatz to shrinks to an overall constant.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Partial fraction decompositions (PFDs) are a popular method to tame algebraic complexity.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ In my opinion, a PFD algorithm needs
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 5mm;&#34;&gt;
     $1.$ to say if two poles $W_a$ and $W_b$ are separable into different fractions; &lt;br&gt;
     $2.$ ideally, to answer $(1.)$ without having access to an analytic expression. 
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;color: green&#34;&gt;Hilbert&#39;s nullstellensatz&lt;/span&gt;: if $\mathcal{N}$ vanishes on all branches of $\langle W_a, W_b \rangle$, then the PFD is possible$\kern-3mm\phantom{x}^\dagger$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Generalizing to powers $&gt;\kern-1mm 1$ can be done via &lt;span style=&#34;color: green&#34;&gt;symbolic powers&lt;/span&gt; and the &lt;span style=&#34;color: green&#34;&gt;Zariski-Nagata Theorem&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 1mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/.&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Similarly, generalizing to non-radical ideals requires &lt;span style=&#34;color: green&#34;&gt;ring extensions&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm; margin-right: 33mm;&#34; href=https://arxiv.org/abs/.&gt;
   Campbell, GDL, Ellis (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Issue: &lt;/b&gt;evaluations on singular surfaces are expensive, but are not always needed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Opportunity: &lt;/b&gt;we get more than partial fraction decompositions.
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\dagger$ $\langle W_a, W_b\rangle$ needs to be radical.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Beyond Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 0}$: the ideal does $\color{green}\text{not involve denominator factors}$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     E.g. a 6-point function $c_i$ has a pole at $⟨1|2+3|4]$ but not at $⟨4|2+3|1]$,
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     yet it is regular on the irreducible surface $V(\big\langle ⟨1|2+3|4], ⟨4|2+3|1] \big\rangle)$. Then
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle c_i \sim \frac{⟨4|2+3|1]}{⟨1|2+3|4]} + \mathcal{O}(⟨1|2+3|4]^0) \; \text{ instead of } \; c_i \sim \frac{1}{⟨1|2+3|4]}  + \mathcal{O}(⟨1|2+3|4]^0)$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 1}$: the $\color{green}\text{degree of vanishing is non-uniform}$ across branches, for example:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \frac{s_{14}-s_{23}}{⟨1|3+4|2]⟨3|1+2|4]}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     has a double pole on the first branch, and a simple pole on the second branch of
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\big\langle⟨1|3+4|2], ⟨3|1+2|4]\big\rangle_{R_6} = \big\langle ⟨13⟩, [24] \big\rangle_{R_6} \cap \big\langle ⟨1|3+4|2], ⟨3|1+2|4], (s_{14}-s_{23})\big\rangle_{R_6}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 10mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 2}$: ideal is $\color{green}\text{non-radical}$ (example on last slide)
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \small \kern0mm \sqrt{\big\langle {\color{black}⟨3|1+4|2]}, {\color{black}Δ_{23|14|56}} \big\rangle_{R_6}} = \big\langle {\color{black}⟨3|1+4|2]}, {\color{black}s_{124}-s_{134}} \big\rangle_{R_6} $
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/mathemamplitudes_sept2023/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
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&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;PSI-aerialview.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; &#34;&gt;
	   &lt;font size=6&gt; Mathematical and Physical Structures &lt;/font size&gt; &lt;br&gt;
	   &lt;font size=6&gt; of Rational Functions in Scattering Amplitudes &lt;/font size&gt;
	&lt;/b&gt;
&lt;/h3&gt;
&lt;p&gt;&lt;b style=&#34;font-size: 14pt; &#34;&gt; Title for Mathematicians: &lt;/b&gt;
&lt;b style=&#34;font-size: 14pt; &#34;&gt; Vector Spaces over Fraction Fields of Polynomial Quotient Rings &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; Paul Scherrer Institut / University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34;&gt;arXiv:2203.04269&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom: 10pt;&#34;&gt; (GDL, B. Page) &lt;/div&gt;
&lt;A href=&#34;https://arxiv.org/abs/2305.17056&#34;&gt;arXiv:2305.17056&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (S. Abreu, GDL, H. Ita, M. Klinkert, B. Page, V. Sotnikov) &lt;/div&gt;
&lt;p&gt;MathemAmplitudes 2023 - Padova
&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:303px;float:center;border:none;&#34;&gt; &lt;img src=&#34;paul-scherrer-institute-psi-logo-vector-transparent.png&#34;; style=&#34;max-width:303px;float:center;border:none;&#34;&gt;  &lt;img src=&#34;UniPadovaLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;&#34;&gt;
&lt;br&gt;&lt;br&gt;
&lt;font size=3&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/mathemamplitudes_sept2023/#/&#34;&gt;gdelaurentis.github.io/slides/mathemamplitudes_sept2023&lt;/a&gt; &lt;/font size&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Scattering Amplitudes &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: -5mm;  margin-bottom: 0mm&#34;&gt;
     $$
     \require{color}
     \require{amsmath}
     \displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} {\color{red}c_{\,\Gamma, i}}(\lambda, \tilde\lambda, \epsilon) \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -15mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For a suitable choice of integrands, we get:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: -18mm; margin-bottom: 0mm&#34;&gt;
     $$
     \displaystyle
     {\color{red}c_{\Gamma, i}}(\lambda, \tilde\lambda, \epsilon) = \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \;, \;\;\text{with} \quad a_{ij} \in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm; margin-top: -10mm;&#34;&gt;
     Some notation:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-bottom: 0mm; margin-top: -10mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: masters $\quad\circ$ $S_\Gamma$: surface terms
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Spinors: $\lambda_i = |i\rangle, \tilde\lambda_i =[i|$
     $\quad\circ$ 4-momenta: $\lambda\tilde\lambda=p\kern-3mm/$
     $\quad\circ$ Loop $D$-momenta: $\ell $
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Outline&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     Disclaimer: I will focus on the $c_{\,\Gamma, i}^{(k)}(\lambda, \tilde\lambda)$ $-$ call them $c_i(\lambda, \tilde\lambda)$ for short, &lt;br&gt;
     nevertheless some concepts can be extended to whole amplitudes.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 10mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; We will discuss: &lt;/b&gt;
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $1.$ Where are the $\color{red}\text{poles}$? What is their order?	 
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $2.$ Relation between pole structure, and $\color{red}\text{analytic constraints}$ (e.g. partial fraction decomposition)
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $3.$ Reconstructing $\color{red}\text{sets of functions}$: Why is it easier than reconstructing individual ones?
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $4.$ Example process @ 2-loop: $\;\;pp \rightarrow \gamma\gamma\gamma\;\;$ and $\;\;pp \rightarrow Wjj\;\;$ (preliminary)
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Key take away: &lt;/b&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     What is important is not the number of variables, &lt;br&gt;
     but the size of the parametrization (a.k.a. ansatz), and our ability to constrain it.	 
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Polynomial Quotient Rings  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Let us start from the polynomial ring of spinor components
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     $$\displaystyle \kern-50mm S_n = \mathbb{F}\left[|1⟩, [1|, \dots, |n⟩, [n|\right]$$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -14mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ the field $\mathbb{F}$ can be any of $\mathbb{Q},\mathbb{R},\mathbb{C},\mathbb{F}_p,\mathbb{Q}_p,\dots$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -16mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Define the momentum-conservation ideal as
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: -8mm;&#34;&gt;
     $$
     \displaystyle J_{\Lambda_n} = \Big\langle \sum_i |i⟩[i| \Big\rangle_{S_n}
     $$
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -80mm;&#34;&gt;
     &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: 22mm;&#34;&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: 0mm; margin-left: 22mm;&#34;&gt;
     	  Artist&#39;s Impression of $V(J_{\Lambda_n})$ &lt;br&gt; I can&#39;t draw in $4n$ dims!
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 9mm;&#34;&gt;
     $\phantom{\circ}$ physically, two polynomials $p$ and $q$ are equivalent if $p-q\in J_{\Lambda_n}$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ This defines the needed polynomial &lt;b&gt;quotient&lt;/b&gt; ring$\kern-4mm\phantom{x}^{\star}$: $\;R_n = S_n / J_{\Lambda_n} $
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    $c_i(\lambda, \tilde\lambda)$ at $n$-point belong to the Field of Fractions$\kern-4mm\phantom{x}^{\dagger}$ of $R_n$
&lt;/div&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\star R_4$ is &#34;weird&#34; (not a UFD), but it proves that polynomial rings are insufficient;
     $\;\kern-4mm\phantom{x}^\dagger$ The field of fractions of $R_3$ does not exist.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; The Pole Structure &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Prime Ideals &amp;amp; Irreducible Varieties  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Let us consider a very simple example
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \kern-50mm iA_{g^-g^-g^+g^+}^{\text{tree}} = \frac{\langle 12 \rangle^3}{\langle 23 \rangle \langle 34 \rangle \langle 41 \rangle} = \frac{[34]^3}{[12][23][41]} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ is, say, $\langle 23 \rangle$ a pole of this amplitude?
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -43mm;&#34;&gt;
     &lt;img src=&#34;ReducibleVariety-no-background.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: 22mm;&#34;&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: 0mm; margin-left: 22mm;&#34;&gt;
     	  Artist&#39;s Impression of $V(\big\langle \langle 23 \rangle\big\rangle_{R_4})$ &lt;br&gt;
	  as the union of two irreducibles
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -14mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ The question is ill posed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -5mm; margin-bottom: 1mm;&#34;&gt;
     $\phantom{\circ} \langle 23 \rangle$ does not identify an irreducible variety in $R_4$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -1mm; margin-bottom: 1mm;&#34;&gt;
     $\phantom{\circ}$ Compute $\color{green}\text{primary decompositions}$, such as
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 22mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \big\langle \langle 23\rangle \big\rangle_{R_4} = {\color{orange} \big\langle \langle 23\rangle, [14] \big\rangle_{R_4}} \cap {\color{blue} \big\langle \langle 12\rangle, \langle 13 \rangle, \langle 14\rangle, \langle 23\rangle, \langle 24 \rangle, \langle 34 \rangle \big\rangle_{R_4}} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ On the &lt;b style=&#34;color: orange&#34;&gt; first branch &lt;/b&gt; there is a simple pole, on the &lt;b style=&#34;color: blue&#34;&gt; latter branch &lt;/b&gt; the amplitude is regular.
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 12pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern38mm$ Geometry $\kern38mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -5mm;&#34;&gt; Constraints from Poles &lt;/b&gt;
&lt;br&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: x-large; margin-top: -16mm;&#34;&gt; Bootstrapping trees (?) &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 8mm;&#34;&gt;
     $\circ$ The degree of divergence / vanishing on various surfaces imposes strong constraints, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $ A^{\text{tree}}_{q^+g^+g^+\bar q^-g^-g^-} = \frac{\mathcal{N(\text{m.d.} = 6\,,\; \text{p.w.} = [-1, 0, 0, 1, 0, 0])}}{\langle 12\rangle\langle 23\rangle\langle 34\rangle [45][56][61]s_{345}}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Pretend this is un unknown integral coefficient, $\mathcal{N}$ has 143 free parameters.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ List the various prime ideal, such as
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 20pt; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $ \big\langle \langle 12\rangle, \langle 23\rangle, \langle 13\rangle \big\rangle, \; \big\langle |1\rangle \big\rangle, \; \big\langle \langle 12\rangle, |1+2|3]\big\rangle, \dots$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ and impose that $\mathcal{N}$ vanishes to the correct order. We determine it up to an overall constant.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2207.10125&gt;
     GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Likewise, the ansatz for $A^{\text{tree}}_{g^+g^+g^+ g^-g^-g^-}$ shrinks $1326 \rightarrow 1$, etc..
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;i&gt; Effectively, we can &lt;b&gt; compute &lt;/b&gt; trees, just from their &lt;u&gt;poles orders&lt;/u&gt;. &lt;br&gt; Note: compared to BCFW there is &lt;u&gt;no&lt;/u&gt; information about &lt;u&gt;residues&lt;/u&gt;. &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Fraction Decompositions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For true integral coefficients, we can&#39;t rely on the Ansatz to shrinks to an overall constant.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Partial fraction decompositions (PFDs) are a popular method to tame algebraic complexity.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ In my opinion, a PFD algorithm needs
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 5mm;&#34;&gt;
     $1.$ to say if two poles $W_a$ and $W_b$ are separable into different fractions; &lt;br&gt;
     $2.$ ideally, to answer $(1.)$ without having access to an analytic expression. 
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;color: green&#34;&gt;Hilbert&#39;s nullstellensatz&lt;/span&gt;: if $\mathcal{N}$ vanishes on all branches of $\langle W_a, W_b \rangle$, then the PFD is possible$\kern-3mm\phantom{x}^\dagger$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Generalizing to powers $&gt;\kern-1mm 1$ can be done via &lt;span style=&#34;color: green&#34;&gt;symbolic powers&lt;/span&gt; and the &lt;span style=&#34;color: green&#34;&gt;Zariski-Nagata Theorem&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 1mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/.&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Similarly, generalizing to non-radical ideals requires &lt;span style=&#34;color: green&#34;&gt;ring extensions&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm; margin-right: 33mm;&#34; href=https://arxiv.org/abs/.&gt;
   Campbell, GDL, Ellis (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Issue: &lt;/b&gt;evaluations on singular surfaces are expensive, but are not always needed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Opportunity: &lt;/b&gt;we get more than partial fraction decompositions.
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\dagger$ $\langle W_a, W_b\rangle$ needs to be radical.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Beyond Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 0}$: the ideal does $\color{green}\text{not involve denominator factors}$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     E.g. a 6-point function $c_i$ has a pole at $⟨1|2+3|4]$ but not at $⟨4|2+3|1]$,
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     yet it is regular on the irreducible surface $V(\big\langle ⟨1|2+3|4], ⟨4|2+3|1] \big\rangle)$. Then
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle c_i \sim \frac{⟨4|2+3|1]}{⟨1|2+3|4]} + \mathcal{O}(⟨1|2+3|4]^0) \; \text{ instead of } \; c_i \sim \frac{1}{⟨1|2+3|4]}  + \mathcal{O}(⟨1|2+3|4]^0)$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 1}$: the $\color{green}\text{degree of vanishing is non-uniform}$ across branches, for example:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \frac{s_{14}-s_{23}}{⟨1|3+4|2]⟨3|1+2|4]}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     has a double pole on the first branch, and a simple pole on the second branch of
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\big\langle⟨1|3+4|2], ⟨3|1+2|4]\big\rangle_{R_6} = \big\langle ⟨13⟩, [24] \big\rangle_{R_6} \cap \big\langle ⟨1|3+4|2], ⟨3|1+2|4], (s_{14}-s_{23})\big\rangle_{R_6}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 10mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 2}$: ideal is $\color{green}\text{non-radical}$ (example on last slide)
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \small \kern0mm \sqrt{\big\langle {\color{black}⟨3|1+4|2]}, {\color{black}Δ_{23|14|56}} \big\rangle_{R_6}} = \big\langle {\color{black}⟨3|1+4|2]}, {\color{black}s_{124}-s_{134}} \big\rangle_{R_6} $
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Choosing Independent Functions &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The set $c_i$ can be very large, so pick a set of independent ones, and write:
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\displaystyle c_i = \tilde{c}_j M_{ji} \quad \text{with} \quad M_{ji} \in \mathbb{Q}$ 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\phantom{\circ}$ with $\tilde{c}$ an independent subset of $c$. &lt;br&gt;
     $\phantom{\circ}\Longrightarrow$ $M_{ji}$ is, up to a permutation of columns, in row reduced echelon form.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     $\circ$ We might as well use a set $\tilde{c}$ which is not a subset of $c$, at the trivial cost of changing $M_{ji}$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Consider a PFD of one of the $\tilde{c}$&#39;s:
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle \tilde{c}_i(\lambda,\tilde\lambda) = \frac{\mathcal{N}_i(\lambda,\tilde\lambda)}{\prod_j W_j^{q_{ij}}(\lambda,\tilde\lambda)} = \sum_k \frac{\mathcal{N}_{ik}(\lambda,\tilde\lambda)}{\prod_j W_j^{q_{ijk}}(\lambda,\tilde\lambda)} = \sum_k \tilde{c}_{ik}(\lambda,\tilde\lambda)$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
     We $\color{red}\text{cannot have } \tilde{c}_i \in \text{span}(\tilde{c}_{j\neq i})$, but we $\color{green} \text{can have }\tilde{c}_{ik} \in \text{span}(\tilde{c}_{j\neq i})$, for some, but not all, $k$.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Least-Common-Denominator &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ In other words, the $\tilde{c}$ span a vector space, and we should $\color{green}\text{consider one modulo the others}$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float:center; display: inline-block; font-size: x-large; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
$\displaystyle \tilde{c}_i = \sum_{j\neq i} q_j \tilde{c}_j + \tilde{c}&#39;_{i}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 1mm;&#34;&gt;
     $\phantom{\circ}$ the basis function $\tilde{c}_i$ can be replaced by $\tilde{c}&#39;_i$ &lt;u&gt;without changing the vector space&lt;/u&gt;.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ In particular, $\tilde{c}&#39;_i$ needs not have all the poles of $\tilde{c}_i$, thus it can be much simpler.
     &lt;br&gt; $\phantom{\circ}$ In other words, $\color{red}\text{the LCD of }\tilde{c}&#39;_i\text{ can be smaller than that of }\tilde{c}_i$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Brute-force search works well when an analytic expressions is available.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ In a future publication we will provide an algorithm based on finite field evaluations.
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 10mm;&#34;&gt;
    Reconstructing a set of $c_i$ is not as bad as reconstructing the most complex function in the set.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;3y_and_Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;example-br-processes&#34;&gt;Example &lt;br&gt; processes&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Three-photon production at two loops &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The denominator factors $W_j$ are conjectured to be restricted to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
   Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 3mm; margin-bottom: 5mm;&#34;&gt;
     $\displaystyle \{W_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_5)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1] \big\} {\quad\color{green}\text{Identical to 1-loop!}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Advantage of spinor variables due to:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; display: inline-block; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $1.$ little group covariant LCD (no spurious poles); $\;\;2.$ avoiding parity even/odd split; &lt;br&gt;
     $\Rightarrow\;$ in &lt;u&gt;LCD form&lt;/u&gt; we would need $\color{green}29\,059$ evaluations instead of $\color{red}117\,810$ (with $s_{ij}$) for $\mathcal{R}^{(2)}_{2q3\gamma}$ .
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ\,$ To$\color{green}\text{ avoid evaluations on singular surfaces}$, use insights from physics (locality).&lt;br&gt;
     $\phantom{\circ}\,$ E.g. conjecture that no 5-point denominator has pairs of $\langle i |j + k | i]$, like at 1 loop.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ Remove some overlap with other $\tilde{c}$&#39;s, obtain the $\tilde{c}_i$ with higher degree LCD with $\color{green}4\,003$ points.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 2mm;&#34;&gt;
$\circ$ A posteriori, we find that for the $c_i$ with highest degree LCD the following would have sufficied
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle \tilde{c}_i = \frac{⟨13⟩[14]^2⟨24⟩⟨34⟩[45]}{⟨45⟩⟨4|1+3|4]^3}-\frac{[14]⟨25⟩⟨34⟩^2[45]}{⟨45⟩^2⟨4|1+3|4]^2}-\frac{[14]⟨24⟩⟨34⟩⟨35⟩}{⟨45⟩^3⟨4|1+3|4]}$
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 5mm;&#34;&gt;
  W+2-jets: simplification strategy
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
     $0.\,$ Start from analytics of &lt;a style=&#34;font-size: large&#34;; href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov (&#39;21) &lt;/a&gt; - 1.2GB of &lt;code&gt;C++&lt;/code&gt; source code.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $1.\,$ Script to split up the expressions, and compile them ($\sim 20$GB binaries) for evaluation over $\mathbb{F}_p$;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$2.\,$ Recombine the 3 projections $p_V \parallel p_1, p_V \parallel p_2, p_V \parallel p_3$ and reintroduce the little group factors &lt;br&gt; 
to build 6-point spinor-helicity amplitudes (subject to degree bounds on $|5\rangle,[5|,|6\rangle,[6|$); &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$3.\,$ Perform (rough) PFDs based on expected structures and fit the Ansatze.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: x-large; margin-top: -12mm; margin-bottom: 5mm;&#34;&gt;
Comparison of $q\bar q \rightarrow \gamma \gamma \gamma$ (in full color) to $pp \rightarrow Wjj$ (at leading color):  &lt;br&gt;
&lt;/div&gt;
&lt;table width=110% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-left: -12mm; margin-bottom: 8mm; margin-top: 8mm; font-size: x-large;&#34;&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;Kinematics&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;# Poles ($W$)&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;LCD Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Partial-Fraction Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Rational Functions&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point massless&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;30&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;29k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;4k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$300 KB&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point 1-mass&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;200&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;5M&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$40k&lt;/td&gt;
    &lt;td style=&#34;text-align: center; background-color: yellow;&#34;&gt;$\sim$25 MB&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 2mm; margin-bottom: 5mm;&#34;&gt;
     $\displaystyle \kern-10mm \{W_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\} $
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large; margin-bottom: 10mm;&#34;&gt;
   Analytic Structures of 2-loop 5-point 1-mass Amplitudes
&lt;/b&gt;
&lt;div style=&#34;display:block; width:100%; font-size: 16pt; margin-top: 5mm; margin-bottom: 4mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; display: inline-block; font-size: x-large;&#34;&gt;
          $\circ$ The  Ansatz size grows quickly with &lt;br&gt; multiplicity (m) and mass dimension (d): &lt;br&gt;&lt;br&gt;
          $\displaystyle \small \left(\mkern -9mu \begin{pmatrix}\, m(m-3)/2 \, \\ \, d/2 \, \end{pmatrix} \mkern -9mu \right)$ &lt;br&gt;&lt;br&gt;
          is a lower bound. &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: -28mm; margin-top: 1mm; margin-bottom: 5mm;&#34; href=https://arxiv.org/abs/2010.14525&gt;
               GDL, Maître (&#39;20)
          &lt;/a&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
          &lt;img src=&#34;AnsatzSizes.png&#34;; style=&#34;max-width:320px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm;&#34;&gt;
$\circ\,$ Compact residues for the new 2-loop (spurious?) pole, $⟨k|j|p\mkern-7.5mu/_V|l|k]-⟨j|i|p\mkern-7.5mu/_V|l|j]$, e.g.:
$$r^{(5 \text{ of } 54)}_{\bar{u}^+g^+g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{[12][23]⟨24⟩⟨46⟩^2⟨1|2+3|4]⟨2|1+3|4]}{⟨12⟩⟨23⟩⟨56⟩(⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2])^2}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm;&#34;&gt;
$\circ\,$ The three mass Grams, $\Delta_{12|34|p_V}, \Delta_{14|23|p_V}$, behave analogously to one-loop amplitudes, e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: large; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ r^{(73 \text{ of } 120)}_{\bar{u}^+g^-g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{105}{128}\frac{⟨2|1+4|3]⟨4|2+3|1]⟨6|1+4|5]s_{14}s_{23}s_{56}{\color{green}(s_{124}-s_{134})}(s_{123}-s_{234})(s_{25}+s_{26}+s_{35}+s_{36})}{{\color{orange}⟨3|1+4|2]}{\color{red}Δ_{23|14|56}^4}} + \\
\Bigg[-6\frac{[12]^2⟨13⟩[25]⟨34⟩⟨36⟩⟨56⟩[56]{\color{green}(s_{124}-s_{134})}}{{\color{orange}⟨3|1+4|2]^5}}\Bigg] + \Bigg[ \; \Bigg]_{1234\rightarrow \overline{4321}}+ \mathcal{O}\left(\frac{1}{⟨3|1+4|2]^{4}Δ_{23|14|56}^{3}}\right)$$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Conclusions
&lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Full-color 5-point massless amplitudes are well within reach, 
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Subleading color corrections can be fairly sizable
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The reconstruction can be peformed in spinor-helicity variables, which yield compact results
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Understanding the partial fraction structure of amplitudes is essential to tame their complexity
&lt;/div&gt;

---
---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;font size=3&gt;
     These slides are powered by:&lt;br&gt;
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&lt;/font size&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 20mm;&#34;&gt; Finite remainders &amp;amp; the &lt;br&gt; &lt;span style=&#34;color: orange&#34;&gt;Rational&lt;/span&gt; / &lt;span style=&#34;color: red&#34;&gt;Transcendental&lt;/span&gt; split &lt;/b&gt;&lt;/p&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-bottom: 10mm; margin-top: 10mm&#34;&gt;Decomposition in terms of &lt;b&gt; master integrals &lt;/b&gt; &lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://arxiv.org/abs/0712.1851&gt;Ellis, Zanderighi&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://arxiv.org/abs/hep-ph/9212308&gt;Bern, Dixon, Kosower;&amp;nbsp&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://www.sciencedirect.com/science/article/pii/0550321379906059?ref=pdf_download&amp;fr=RR-2&amp;rr=7c4afcac1f343b58&gt;&#39;t Hooft, Veltman;&amp;nbsp&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; margin-top: 10mm;&#34;&gt;
$$A^{1-\text{loop},D=4}_{n} = \sum_i \color{orange}{d_i} \color{red}{I^i_{Box}} + \sum_i \color{orange}{c_i} \color{red}{I^i_{Triangle}} + \sum_i \color{orange}{b_i} \color{red}{I^i_{Bubble}} + \sum_i \color{orange}{a_i} \color{red}{I^i_{Tadpoles}} + \color{orange}{R}$$
&lt;/div&gt;

&lt;div style=&#34;width:90%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;one-loop-decomposition-transparent.png&#34;; style=&#34;max-width:750px;float:center;border:none;margin-top:-5px;&#34;&gt;
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ In general, in $D= 4- 2 \epsilon$, with &lt;i&gt;pure&lt;/i&gt; master integrals $I_{\Gamma, i}$ we have
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom:5mm&#34;&gt;
$$ A^{\ell-loop}_n(\lambda, \tilde\lambda) = \sum_\Gamma \sum_{i \in M_\Gamma} \frac{\color{orange}{c_{\,\Gamma, i}}(\lambda, \tilde\lambda, \epsilon) \, \color{red}{I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)}{\prod_j (\epsilon - a_{ij})}\;, \quad \text{with} \quad a_{ij} \in \mathbb{Q}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ For NNLO applications, we are interested in the &lt;i&gt;finite remainder&lt;/i&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathcal{A}^{(2)}_R = \underbrace{\mathcal{R}}_{\text{finite remainder}} + \underbrace{I^{(1)}\mathcal{A}^{(1)}_R \quad + \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20);&amp;nbsp; &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{orange}{r_{i}(\lambda,\tilde\lambda)} \, \color{red}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 0mm;&#34;&gt;
    Reconstruct $\color{orange}{r_{i}(\lambda,\tilde\lambda)}$ from $\mathbb{F}_p$ samples
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -14mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
Peraro (&#39;16)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -20mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
     von Manteuffel, Schabinger (&#39;14)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
$
\begin{align}
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} (\alpha_{ij} + \beta_{ij}) &amp; = d \quad \text{: mass dimension} \\[2mm]
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} \alpha_{ij}\underbrace{\{\langle ij \rangle\}_k}_{\delta_{ik}+\delta_{jk}} + \beta_{ij}\underbrace{\{[ij]\}_k}_{-\delta_{ik}-\delta_{jk}} &amp; = \phi_k \quad \text{: k}^{th}\text{ little group weight}
\end{align}
$
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
     &lt;!---
	&lt;div style=&#34;width:15%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;div style=&#34;margin-top: 10mm; margin-bottom: 6mm;&#34;&gt; &lt;code&gt; Lips &lt;/code&gt; &lt;/div&gt;
	     &lt;div style=&#34;margin-top: 0mm; margin-bottom: 0mm;&#34;&gt; Spinor ideal &lt;/div&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: 0mm; margin-bottom: 5mm;&#34;
	     href=https://arxiv.org/abs/2305.14075&gt;
		GDL (&#39;23)
	     &lt;/a&gt;	    
	&lt;/div&gt;
    ---&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ All linear systems solved with CUDA over $\mathbb{F}_{p\leq 2^{31}-1}$ on a laptop ($t_{\text{solving}} \ll t_{\text{sampling}}$)
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Polynomial Quotient Rings &lt;br&gt; vs. &lt;br&gt; Polynomial Rings  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Can we get rid of equivalence relations (redundancies) by changing variables? &lt;br&gt;
     $\phantom{\circ}$ In other words, can we solve the redundancies and turn the quotient ring in a ring?
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     With four-point massless kinematics, you cannot. In $R_4$ we have
&lt;/div&gt;
&lt;br&gt;
&lt;p&gt;$ \langle 12\rangle [12] = \langle 34\rangle [34]$&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     this means that $R_4$ is &lt;u&gt;not&lt;/u&gt; a unique factorization domain (UFD). &lt;br&gt;
     All polynomial rings are UFDs, so $R_4$ cannot be isomorphic to one.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; The Field of Fractions of $R_3$ does not exists  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $R_3$ is not an integral domain, i.e. there exists products of non-zero elements which are zero.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\langle 12\rangle [23] = \langle 1|2|3] = -\langle 1| 1+3 |3] = 0 \;\text{but}\; \langle 12\rangle \neq 0 \;\text{and}\; [23] \neq 0$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     Hence, one cannot define a field of fractions, as this would not be closed under multiplication.
&lt;/div&gt;
</description>
    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/qcd_meets_ew_feb2024/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/qcd_meets_ew_feb2024/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 32pt;&#34;&gt;
	   Rational Functions  &lt;br&gt;
	   in MultiLeg QCD Amplitudes  &lt;br&gt;
        with Masses
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!--- 
&lt;a href=&#34;https://arxiv.org/abs/2311.10086&#34;&gt;arXiv:2311.10086&lt;/a&gt; &lt;div style=&#34;font-size: large; margin-bottom: 10pt;&#34;&gt; (GDL, H. Ita, M. Klinkert, V. Sotnikov) &lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/2311.18752&#34;&gt;arXiv:2311.18752&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (GDL, H. Ita, V. Sotnikov) &lt;/div&gt;
---&gt;
&lt;!--- Amplitudes Meeting ---&gt;
&lt;p&gt;QCD Meets EW&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; margin-top: -5mm;&#34;&gt; CERN &lt;/div&gt;
&lt;br&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;&#34;&gt; &lt;img src=&#34;cern-logo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-left:20mm;&#34;&gt;
&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/qcd_meets_ew_feb2024/#/&#34;&gt;gdelaurentis.github.io/slides/qcd_meets_ew_feb2024&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 20mm;&#34;&gt; Color Ordered Amplitude Coefficients &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ To obtain cross sections we have to compute amplitudes
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\require{color}
\require{amsmath}
\hat{σ}_{n}=\frac{1}{2\hat{s}}\int d\Pi_{n-2}\;(2π)^4δ^4\big(\sum_{i=1}^n p_i\big)\;|\overline{\mathcal{A}(p_i,h_i,a_i,μ_F, μ_R)}|^2
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ The gauge group dependence is fairly well understood, through color decompositions
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\mathcal{A}(p_i,h_i,a_i,μ_F, μ_R) = \sum_{\sigma} \mathcal{C}(\sigma \circ a_i) \times A(\sigma \circ \{p_i, h_i\}, \mu_F, \mu_R)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ So we can deal with either color-ordered amplitudes
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\mathcal{A}(\lambda^\alpha, \tilde \lambda^{\,\dot\alpha}) = \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda^\alpha, \tilde \lambda^{\,\dot\alpha}) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, I_{\Gamma,i}\left( (\lambda\tilde\lambda)^{\alpha\dot\alpha}, \epsilon\right)  \;, \;\;\text{with} \quad a_{ij} \in \mathbb{Q}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\phantom{\circ}\,$ or finite remainders (arguably better since they retain all the physical info)
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
   &lt;a href=https://arxiv.org/abs/hep-ph/9802439&gt; Catani (&#39;98), &lt;/a&gt; &lt;a href=https://arxiv.org/abs/0901.0722&gt; Becher, Neubert (&#39;09), &lt;/a&gt; &lt;a href=https://arxiv.org/abs/0901.1091&gt; Gardi, Magnea (&#39;09) &lt;/a&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: -13mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathcal{R}^{(\ell-loop)} = \mathcal{A}^{(\ell)}_R - \sum_{i=1}^{\ell} I^{(\ell-i)} \mathcal{A}^{(i-1)} + \mathcal{O}(\epsilon) = \sum_i {\color{red}{r_{i}(\lambda,\tilde\lambda)}} \, h_i(\lambda\tilde\lambda)
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -10mm;&#34;&gt; Number of Indep. Functions w/o Subtraction &lt;/b&gt;&lt;/p&gt;
&lt;div&gt;
&lt;img src=&#34;DimRegJunkSizes-transparent.png&#34;; style=&#34;max-width:650px; float:center; border:none; margin-top: -5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Numerical Generalized Unitarity &lt;/b&gt;
&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-right: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1510.05626&gt;
Ita (&amp;lsquo;15)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: center; float: center; margin-left:2mm; margin-right: 0mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1712.03946&gt;
Abreu, Febres Cordero, Ita, Page, Zeng (&amp;lsquo;17)
&lt;/a&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
$\circ$ We have an Ansatz for the loop integrand
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; display: inline-block; margin-top: -5mm; margin-bottom: 2mm;&#34;&gt;
$$
\require{color}
\displaystyle A(\lambda, \tilde\lambda, \ell) = \sum_{\Gamma} \, \sum_{i \in M_\Gamma \cup S_\Gamma} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\circ$ Generalized unitarity relates cuts of loop amplitudes to products of trees
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:0mm&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.
	&lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Six-Gluon Box Example in D=4 &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;display:block; width:100%; font-size: 16pt; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; display: inline-block; margin-top: 10mm; margin-left: -15mm;&#34;&gt;
          &lt;img src=&#34;tree_product.png&#34;; style=&#34;max-width:640px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-right:-10mm;&#34;&gt;
          &lt;img src=&#34;6ptbox.png&#34;; style=&#34;max-width:300px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;width:100%; float: center; display: inline-block; margin-top:-15mm;&#34;&gt;
     &lt;img src=&#34;onshellsolutions.png&#34;; style=&#34;max-width:600px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;width:100%; float: left; display: inline-block; margin-left: -30mm; margin-top: -5mm;&#34;&gt;
     &lt;img src=&#34;boxresult.png&#34;; style=&#34;max-width:600px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Integration By Parts Reduction &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Master / surface decomposition for non-planar topologies
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; display: inline-block; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
$$
\require{color}
\begin{align}
\kern-25mm \text{IBP-generating vectors: } &amp; \quad \displaystyle \int d^D \ell \frac{\partial }{\partial \ell^\mu_a} \frac{v^\mu_a(\ell)}{\rho_1 \dots \rho_N} = 0 \quad (\text{in dim. reg.}) \\[2mm]
\kern-25mm \text{No propagator doubling: } &amp; \quad \displaystyle \sum_{a, \mu} v^\mu_a(\ell) \frac{\partial \rho_i}{\partial \ell^\mu_a} - f_i(\ell)\rho_i = 0
\end{align}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 10mm;&#34;&gt;
     $(v^\mu_a, f_i)$ form a &lt;i&gt;syzygy module&lt;/i&gt;, solved for in &lt;i&gt;embedding space&lt;/i&gt; using &lt;code&gt;Singular&lt;/code&gt; + linear algebra.
&lt;/div
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; marign-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Semi-numerical surface terms: $\quad m_{i\in S_\Gamma}(\ell \leftarrow \text{analytical}, s_{ij} \leftarrow \text{numerical})$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern20mm\star$ dependance on external kinematics ($s_{ij}$) obtained from sparse linear systems.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Little group information retained throughout the computation
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern20mm\star$ genuine $c_{\Gamma,i}(\lambda, \tilde\lambda)$ instead of $c_{\Gamma,i}(\lambda\tilde\lambda)$ + conventions for the polarization states.
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Complexity Swell of Amplitudes Coefficients
&lt;/b&gt;
&lt;div style=&#34;display:block; width:100%; font-size: 16pt; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; display: inline-block; font-size: x-large; margin-top: 6mm;&#34;&gt;
          &lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
               $\circ\,$ The rational coefficients take the form
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
          $$
          \displaystyle r(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)}
          $$
          &lt;/div&gt;
          &lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
               $\phantom{\circ}\,$ with $\mathcal{N}$ and $\mathcal{D}$ polynomials of spinor brackets.
          &lt;/div&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
          &lt;img src=&#34;AnsatzSizes.png&#34;; style=&#34;max-width:400px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -5mm;&#34;&gt;
$\circ\,$ For example, consider this 2-loop $Vjj$ coefficient &lt;span style=&#34;font-size: large&#34;&gt;
($s_{56}=p^2_V$ is a zero, $⟨3|1+4|2]^{5}Δ_{23|14|p_V}^{4}$ are poles): &lt;/span&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: 10pt; text-align: right; float: right; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
   GDL, Ita, Page, Sotnikov (W.I.P.)
&lt;/a&gt;
&lt;a style=&#34;font-size: 10pt; text-align: right; float: right; margin-top: 0mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/2110.07541&gt;
   Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov (&#39;21),$\quad$
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: large; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;
$$ 
r^{(73 \text{ of } 120)}_{\bar{u}^+g^-g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{105}{128}\frac{⟨2|1+4|3]⟨4|2+3|1]⟨6|1+4|5]s_{14}s_{23}s_{56}(s_{124}-s_{134})(s_{123}-s_{234})(s_{25}+s_{26}+s_{35}+s_{36})}{\color{orange}{⟨3|1+4|2]}\color{red}{Δ_{23|14|56}^4}} + \\
\Bigg[6\frac{[12]^2⟨13⟩[25]⟨34⟩⟨36⟩s_{56}(s_{124}-s_{134})}{\color{orange}{⟨3|1+4|2]^5}}\Bigg] + \Bigg[ \; \Bigg]_{1234\rightarrow \overline{4321}}+ \mathcal{O}\left(\frac{1}{⟨3|1+4|2]^{4}Δ_{23|14|56}^{3}}\right)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm;&#34;&gt;
$\circ\,$ The first fraction has Ansatz(mass dimension: 16, phase weights: [-1, 1, -1, 1, -1, 1]) of size: 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
16488 {\small\text{ (six-point massless) }} \rightarrow 4200 {\small \text{ (five-point one-mass) }} \rightarrow 2429 {\small \; (Δ_{23|14|56}-\text{residue})} \rightarrow 1 \; \small{(??)}
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Plan for this talk
&lt;/b&gt;
&lt;div style=&#34;text-align: center; font-size: xx-large; margin-top: 10mm;&#34;&gt;
$1.\,$ Rational Functions w/ Constraints: Algebra and Geometry
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: xx-large; margin-top: 10mm;&#34;&gt;
$2.\,$ External and Internal Masses
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: xx-large; margin-top: 10mm;&#34;&gt;
$3.\,$ Vector Spaces over Fields of Fractions
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: xx-large; margin-top: 10mm;&#34;&gt;
$4.\,$ Analytic Reconstruction
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;multivariate-rational-functions&#34;&gt;Multivariate Rational Functions&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;mostly based on: &lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 35pt;&#34;&gt; Polynomials &amp;lsquo;&amp;lsquo;Modulo Equivalence Relations&amp;rsquo;&amp;rsquo;  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ The most obvious equivalence relation we need to deal with is momentum conservation
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$
q, r: \text{ polynomials }, \qquad q \sim r \quad \text{if} \quad q - r \propto \sum_i p_i = \sum_i |i⟩[i| = 0
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Then we have Schouten identities, e.g.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$
\langle j|k\rangle \langle l|i\rangle + \langle k|i\rangle \langle l|j\rangle + \langle i|j \rangle \langle l|k\rangle = 0
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Note that this happens whenever we have (enough) vectors in the game!
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$
\text{tr}_5(2345)p^µ_1 - \text{tr}_5(1345)p^µ_2 + \text{tr}_5(1245) p^µ_3 - \text{tr}_5(1235)p^µ_4 + \text{tr}_5(1234)p^µ_5 = 0
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ One more distinct example later ... with masses!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Polynomial Quotient Rings  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Without equivalences, we would have a polynomial ring
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
     $$\displaystyle \kern-50mm S_n = \mathbb{F}\left[|1⟩, [1|, \dots, |n⟩, [n|\right]$$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -14mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ the field $\mathbb{F}$ can be any of $\mathbb{Q},\mathbb{R},\mathbb{C},\mathbb{F}_p,\mathbb{Q}_p,\dots$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -16mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Equivalence relations define ideals, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: -8mm;&#34;&gt;
     $$
     \displaystyle J_{\Lambda_n} = \Big\langle \sum_i |i⟩[i| \Big\rangle_{S_n}
     $$
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -80mm;&#34;&gt;
     &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: 22mm;&#34;&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: 0mm; margin-left: 22mm;&#34;&gt;
     	  Artist&#39;s Impression of $V(J_{\Lambda_n})$ &lt;br&gt; I can&#39;t draw in $4n$ dims!
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 9mm;&#34;&gt;
     $\phantom{\circ}$ Wwo polynomials $q$ and $r$ are equivalent if $q-r\in J_{\Lambda_n}$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ What we need is a polynomial &lt;b&gt;quotient&lt;/b&gt; ring$\kern-4mm\phantom{x}^{\star}$: $\;R_n = S_n / J_{\Lambda_n} $
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    $r_i(\lambda, \tilde\lambda)$ at $n$-point belong to the Field of Fractions$\kern-4mm\phantom{x}^{\dagger}$ of $R_n$
&lt;/div&gt;
&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\star R_4$ is &#34;weird&#34; (not a UFD), but it proves that polynomial rings are insufficient;
     $\;\kern-4mm\phantom{x}^\dagger$ The field of fractions of $R_3$ does not exist.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Singularities of Amplitudes  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Let us consider a very simple example (at 4-point)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \kern-50mm iA_{g^-g^-g^+g^+}^{\text{tree}} = \frac{\langle 12 \rangle^3}{\langle 23 \rangle \langle 34 \rangle \langle 41 \rangle} = \frac{[34]^3}{[12][23][41]} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ is, say, $\langle 23 \rangle$ a pole of this amplitude?
&lt;/div&gt;
&lt;div style=&#34;width:40%; float: right; display: inline-block; margin-top: -43mm;&#34;&gt;
     &lt;img src=&#34;ReducibleVariety-no-background.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: 22mm;&#34;&gt;
     &lt;br&gt;
     &lt;div style=&#34;font-size: large; width:80%; float: center; text-align: center;  display: inline-block; margin-top: 0mm; margin-left: 22mm;&#34;&gt;
     	  Artist&#39;s Impression of $V(\big\langle \langle 23 \rangle\big\rangle_{R_4})$ &lt;br&gt;
	  as the union of two irreducibles
     &lt;/div&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 1mm;&#34;&gt;
     $\circ$ The question is ill posed! Let&#39;s consider it geometrically.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt;
     $\phantom{\circ} \langle 23 \rangle$ does not identify an irreducible variety in $R_4$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -1mm; margin-bottom: 1mm;&#34;&gt;
     $\phantom{\circ}$ Algebraically, we can compute &lt;i&gt; primary decompositions &lt;/i&gt;, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 26mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \big\langle \langle 23\rangle \big\rangle_{R_4} = {\color{orange} \big\langle \langle 23\rangle, [14] \big\rangle_{R_4}} \cap {\color{blue} \big\langle \langle 12\rangle, \langle 13 \rangle, \langle 14\rangle, \langle 23\rangle, \langle 24 \rangle, \langle 34 \rangle \big\rangle_{R_4}} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ On the &lt;b style=&#34;color: orange&#34;&gt; first branch &lt;/b&gt; there is a simple pole, on the &lt;b style=&#34;color: blue&#34;&gt; latter branch &lt;/b&gt; the amplitude is regular.
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 12pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern38mm$ Geometry $\kern38mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-top:-10mm;&#34;&gt; Spinor Alphabets &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; display: inline-block; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $1.$ little group covariant LCD (less spurious poles); $\;\;2.$ avoiding parity even/odd split. &lt;br&gt;
     $\Rightarrow\;$ fewer and simpler functions to reconstruct compared to Mandelstams or Twistors.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The denominator factors $\mathcal{D}_j$ are conjectured to be restricted to the letters of the symbol alphabet
&lt;/div&gt;
&lt;br&gt; 
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
   Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -10mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle \{\mathcal{D}_{\{1,\dots,35\}}\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_5)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1] \big\} \, , \qquad \text{Aut}(R_5) = \mathcal{P} \times \mathcal{S}_5
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: -14mm; margin-bottom: 0mm;&#34;&gt;
     $\small\qquad\color{green}\text{Identical to 1-loop!}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ\,$ Beyond 5-point things get tough
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\displaystyle \kern-10mm \{\mathcal{D}_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\} $
&lt;/div&gt;
&lt;div style=&#34;text-align: right; font-size: x-large; float: center; margin-top: -14mm; margin-bottom: 0mm;&#34;&gt;
     $\small\qquad\color{red}\text{New @ 2-loop planar!}\qquad$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 5mm; margin-bottom: -10mm;&#34;&gt;
     $$
     \displaystyle \kern-10mm \{\mathcal{D}_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_7)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{123|45|67},
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -10mm; &#34;&gt;
     $$
     \kern130mm\langle1|2+3|4+5|1\rangle, \langle1|3+4|5+6|2\rangle , \dots(?)\big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ Non-trivial statement (not proven!): all irreducible polynomials generate prime ideals in $R_{m&gt;4}$.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 7mm;&#34;&gt;
$\circ\,$ Can&#39;t draw pictures in high (complex) dimensions, so let&#39;s consider the simplified case $\mathbb{R}[x, y, z]$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large&#34;&gt;
$\circ\,$ Say we have a potential denominator factor $\mathcal{D} = xy^2 + y^3 - z^2$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:48%; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V1.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{orange}\mathcal{D} = (xy^2 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:52%; float: right; text-align: left; display: inline-block; margin-top:10mm; margin-bottom: 5mm;&#34;&gt;
	     A function $f_i(x,y,z)$ may or may not have $\mathcal{D}$ as a pole, depending on what happens on $V(\langle\mathcal{D}\rangle)$
	&lt;/div&gt;
	&lt;div style=&#34;width:52%; float: right; text-align: center; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     $\displaystyle \lim_{\mathcal{D}_j \rightarrow \epsilon} f_i(x,y,z) \sim \frac{1}{\epsilon^{q_{ij}}} $
	&lt;/div&gt;
	&lt;div style=&#34;width:52%; float: right; text-align: left; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     $q_{ij}$ is the order of the pole ($\mathbb{Z}^+$) or zero ($\mathbb{Z}^-$).
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    The LCD tells us about what happens on surfaces with one less dimension than the full space.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Codimension-One Slices &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ What we have reliably available at 2-loop are $\mathbb{F}_p$ evaluations.
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
   &lt;a href=https://arxiv.org/abs/1406.4513&gt; von Manteuffel, Schabinger (&#39;14), &lt;/a&gt; 
   &lt;a href=https://arxiv.org/abs/1608.01902&gt; Peraro (&#39;16) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ ($\mathbb{Q}_p$ is doable, but potentially very slow / unstable - dependening on the point.)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Issue: the limit can be taken in $\mathbb{R}$, $\mathbb{C}$, $\mathbb{Q}_p$ but ${\color{red}\text{not}}$ in $\mathbb{F}_p$ .
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Solution: univariate Thiele rational interpolation on a line going through each $V(\langle \mathcal{D}_j \rangle)$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 15mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle |i\rangle \rightarrow |i\rangle (t) = |i\rangle + t c_i |\eta\rangle ,  \qquad |i] \rightarrow |i] \, , \qquad
     \text{s.t.} \quad \sum_i c_i |i] = 0
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: -8mm; margin-bottom: 2mm;&#34;&gt;
   &lt;a href=https://indico.desy.de/event/28075/&gt; Page (&#39;21), &lt;/a&gt; 
   &lt;a href=https://arxiv.org/abs/2305.17056&gt; Abreu, GDL, Ita, Klinkert, Page, Sotnikov (&#39;23) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ After interpolation on the (anti-)holomorphic slice, the rational functions read
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle r_i(t) = \frac{\mathcal{N}(t)}{\prod_j (t-t_{\mathcal{D}_j})^{q_{ij}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ where $t_{\mathcal{D}_j}$ is simply the solution to $\mathcal{D}_j(t) = 0$. We read off the $q_{ij}$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Issue: in $\color{red}\text{LCD}$ form the Ansatz has $\color{red}\text{too many free parameters}$, e.g. $\bar{u}^+g^+g^+d^-(V\rightarrow \ell^+ \ell^-)$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: centre; font-size: x-large; centre: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     size(Ansatz(54, [0, 0, 2, 2, -1, 1])) = $1\,209\,546$
&lt;/div&gt;    
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ To distinguish $\displaystyle \frac{\mathcal{N}_{12}}{W_1W_2}$ from $\displaystyle \frac{\mathcal{N}_1}{W_1} + \frac{\mathcal{N}_2}{W_2}$, look at $W_1 \sim W_2 \rightarrow \epsilon \ll 1$. Geometrically:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:33%; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V1.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{orange}V(W_1) = V(\langle xy^2 + y^3 - z^2 \rangle)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:33%; float: center; display: inline-block;  font-size: x-large;&#34;&gt;
	     &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{blue}V(W_2) = V(\langle x^3 + y^3 - z^2\rangle )}$
	&lt;/div&gt;
	&lt;div style=&#34;width:33%; float: right; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V3.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     $V(W_1) \cap V(W_2)$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ &lt;i&gt; Primary decompositions &lt;/i&gt; of sets of polynomials (&lt;i&gt; ideals &lt;/i&gt;), anogous to integers:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:30%; float: left; display: inline-block;&#34;&gt;
	     $60 = 5 \times 3 \times 2^2$
	&lt;/div&gt;
	&lt;div style=&#34;width:70%; float: right; display: inline-block;&#34;&gt;
	     $\langle{\color{orange}xy^2 + y^3 - z^2}, {\color{blue}x^3 + y^3 - z^2}\rangle = \\
	     {\color{magenta}\langle z^2,x+y\rangle} \cup {\color{green}\langle y^3-z^2,x\rangle} \cup {\color{red}\langle2y^3-z^2,x-y\rangle}$
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ Whether a partial fraction decomposition is possible depends on the behavior on the 3 lines.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Beyond Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 0}$: the ideal does $\color{green}\text{not involve denominator factors}$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     E.g. a 6-point function $c_i$ has a pole at $⟨1|2+3|4]$ but not at $⟨4|2+3|1]$,
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     yet it is regular on the irreducible surface $V(\big\langle ⟨1|2+3|4], ⟨4|2+3|1] \big\rangle)$. Then
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle c_i \sim \frac{⟨4|2+3|1]}{⟨1|2+3|4]} + \mathcal{O}(⟨1|2+3|4]^0) \; \text{ instead of } \; c_i \sim \frac{1}{⟨1|2+3|4]}  + \mathcal{O}(⟨1|2+3|4]^0)$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 1}$: the $\color{green}\text{degree of vanishing is non-uniform}$ across branches, for example:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \frac{s_{14}-s_{23}}{⟨1|3+4|2]⟨3|1+2|4]}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     has a double pole on the first branch, and a simple pole on the second branch of
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\big\langle⟨1|3+4|2], ⟨3|1+2|4]\big\rangle_{R_6} = \big\langle ⟨13⟩, [24] \big\rangle_{R_6} \cap \big\langle ⟨1|3+4|2], ⟨3|1+2|4], (s_{14}-s_{23})\big\rangle_{R_6}$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ $\color{red}\text{Case 2}$: ideal is $\color{green}\text{non-radical}$
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
   &lt;a href=https://arxiv.org/abs/2203.17170&gt; Campbell, GDL, Ellis (&#39;22) &lt;/a&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\displaystyle \small \kern0mm \sqrt{\big\langle {\color{black}⟨3|1+4|2]}, {\color{black}Δ_{23|14|56}} \big\rangle_{R_6}} = \big\langle {\color{black}⟨3|1+4|2]}, {\color{black}s_{124}-s_{134}} \big\rangle_{R_6} $
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;MexicanHat.jpg&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -8mm;&#34;&gt; Functions with masses &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; External Masses &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ Rescale propagators to make them look massless, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\mathcal{A}(pp \rightarrow Vjj) = \frac{p_V^2}{p_V^2-m_V^2}\mathcal{A}(pp \rightarrow Vjj)\Big|_{m_V=0} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ Say $p_V^2 = \langle56\rangle[65]$, we observe $\mathcal{N}_i \in \Big\langle \langle56\rangle , [56] \Big\rangle$ for all 2-loop coeffs. in $pp\rightarrow Vjj$.
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
   &lt;a&gt;  GDL, Ita, Page, Sotnikov (work in progress) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 10mm;&#34;&gt;
$\circ\,$ In general, the singularities of amplitudes w/ massess look like those in the decay kinematics
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\text{e.g.:} \qquad \{1,2,3,\boldsymbol{4},\boldsymbol{5}\} \sim \{1,2,3,(\boldsymbol{4}\rightarrow4+5),(\boldsymbol{5}\rightarrow6+7)\} + \text{constraints (e.g. deg. bound.)}
$$
&lt;/div&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xx-large&#34;&gt; Modifying the Quotient Ring  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ $pp\rightarrow hhj$ with exact $m_{top}$ dependence at LO/1-loop, subject to $p_{h_1}^2 = p_{h_2}^2$. &lt;br&gt;
$\phantom{\circ}\,$ We work in the modified version of the $R_7$ q-ring, namely:
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 0mm;&#34;&gt;
   &lt;a&gt;  Campbell, GDL, Ellis (work in progress) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\tilde{R}_7 = \mathbb{Q}_p\Big[ |1\rangle, [1|, \dots, |7\rangle, [7| \Big] \big/ \Big\langle \sum_{i=1}^7 |i\rangle[i|, s_{45} - s_{67} \Big\rangle
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Internal Masses - The Easy Case &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ If the only dependence is in the numerator, then a Taylor expansion is generally enough (like $\epsilon$). &lt;br&gt;
$\phantom{\circ}\,$ For instance, taking results from $0 \rightarrow q\bar q (V\rightarrow \ell\bar\ell )(V&#39;\rightarrow \ell&#39;\bar\ell&#39;) g$ w/ massive q-loop
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
   &lt;a href=https://arxiv.org/abs/2203.17170&gt; Campbell, GDL, Ellis (&#39;22) &lt;/a&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 17pt; float: center; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
$$
\begin{eqnarray} \label{basicexpansion}
d_{\{i\times j\times k\}}&amp;=\;(v_L^2+v_R^2)\, &amp;\big[m^0 d_{\{i\times j\times k\}}^{(0)}+m^2 d_{\{i\times j\times k\}}^{(2)}+m^4 d_{\{i\times j\times k\}}^{(4)}\big] \nonumber \\
 &amp;\;+\;v_L v_R &amp;\big[ m^2 \tilde{d}_{\{i\times j\times k\}}^{(2)}+m^4 \tilde{d}_{\{i\times j\times k\}}^{(4)} \big] \, .
\end{eqnarray}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ Where e.g. $d_{\{12\times34\times56\}}^{(4)}$ is: (using $\Gamma_{34|56} = |3+4|5+6|$, and tilde for anti-symm.)
&lt;div style=&#34;font-size: 16pt; float: center; margin-top: 9mm; margin-bottom: 0mm;&#34;&gt;
$$
d_{\{12\times34\times56\}}^{(4)}=\frac{[2|\tilde\Gamma_{34|12|56}|1\rangle}
{s_{12}s_{34}s_{56}\langle7|\Gamma_{34|56}|7\rangle}
\left(\frac{[4|\tilde\Gamma_{34|12|56}|3\rangle[6|\tilde\Gamma_{34|12|56}|5\rangle}
{\langle7|\Gamma_{34|56}|7\rangle[7|\Gamma_{34|56}|7]}
-\langle3|5\rangle[4|6]
\right)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ Which follows from the following primary decomposition
&lt;/div     &gt;
&lt;div style=&#34;font-size: 16pt; float: center; margin-top: 9mm; margin-bottom: 0mm;&#34;&gt;
$$
\big\langle ⟨7|\Gamma_{34|56}|7⟩, [7|\Gamma_{34|56}|7] \big\rangle = \big\langle ⟨7|\Gamma_{34}|7], ⟨7|\Gamma_{56}|7], ⟨7|\Gamma_{34|56}|7⟩, [7|\Gamma_{34|56}|7] \big\rangle  \nonumber \\
\kern50mm \quad \cap  \; \big\langle  ⟨7|\Gamma_{34|56}|7⟩, [7|\Gamma_{34|56}|7], \tilde\Gamma_{12|34|56} \big\rangle \, .
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Internal Masses - The Hard Case &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\circ\,$ The poles have mixed mass-kinematics dependence, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; float: center; margin-top: 9mm; margin-bottom: 0mm;&#34;&gt;
$$
(-s_{12}⟨1|\boldsymbol{5}|\boldsymbol{4}|3⟩[32]⟨23⟩[3|\boldsymbol{4}|\boldsymbol{5}|1]+m_t^2([1|2|3|\boldsymbol{4}|1⟩-⟨1|2|3|\boldsymbol{4}|1])^2) \\
(-s_{13}⟨1|\boldsymbol{4}|2]⟨2|\boldsymbol{4}|1]⟨2|\boldsymbol{5}|3]⟨3|\boldsymbol{5}|2]+m_t^2([1|2|3|\boldsymbol{4}|1⟩-⟨1|2|3|\boldsymbol{4}|1])^2)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$\phantom{\circ}\,$ For instance, this happens at one loop with $D=4$ cuts and pentagon diagrams.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 4mm;&#34;&gt;
$\circ\,$ The &#34;proper&#34; approach would probably be to add $m_t$ to the q-ring and compute decompositions. &lt;br&gt;
$\phantom{\circ}\,$ This is highly non-trivial; also hard to avoid spurious singularities, e.g. $\text{tr}_5$ or spurious $\langle ij\rangle$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 4mm;&#34;&gt;
$\circ\,$ An approach is to use &lt;i&gt;effective pentagon&lt;/i&gt; coeffs., schematically
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm;&#34;&gt;
$$
\text{Box} = (\text{Reduction coeff.})\times(\text{Effective pentagon}) + (\text{Effective Box})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 4mm;&#34;&gt;
$\phantom{\circ}\,$ where only the Effective pentagon has the $m$-dependent pole.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 4mm;&#34;&gt;
$\circ\,$ (Discussion) When does this happen at 2-loop? Do you need 9 propagators?
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: 55mm; &#34;&gt; Vector Spaces &lt;br&gt; of Rational Functions &lt;/h1&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 55mm; margin-bottom: 0mm;&#34;&gt;
     GDL, Ita, Page, Sotnikov - to appear; $\quad$
     GDL, Ita, Klinkert, Sotnikov &lt;a href=&#34;https://arxiv.org/abs/2311.10086&#34;&gt;arXiv:2311.10086&lt;/a&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Complexity of the Reconstruction &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Sort the $r_i$ by mass dimension of $\mathcal{N}$ ($\approx$ Ansatz size), pick simplest subset forming a basis $r_{i \in \mathcal{B}}$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;ComplexityOfReconstruction-transparent.png&#34;; style=&#34;max-width:650px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Picking a Basis &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ We start from something of the form:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_{i\in \mathcal{B}} M_{ij} h_j \, , \qquad M_{ij} \in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ with $r_{i\in \mathcal{B}} \subset r_i$, i.e. $M_{ij}$ is in reduced row echelon form, up to a permutation of columns.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Basic idea: change basis from a subset of pentagon function coefficients, to linear combinations
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -2mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \tilde{r}_{i&#39;} = O_{i&#39;i} \, r_{i \in \mathcal{B}} \quad \text{s.t.} \quad \text{rank}(O_{i&#39;i}) = \text{dim(span}_{FF(R_5), \mathbb{Q}}(r_{i}))
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Key insight: 
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -4mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \text{dim(span}_{FF(R_5), \mathbb{Q}}\left(\lim_{\mathcal{D_j} \rightarrow  0 }r_{i}\right)) \leq \text{dim(span}_{FF(R_5), \mathbb{Q}}(r_{i}))
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ I.e., the &lt;span style=&#34;color: red&#34;&gt;pole residues are correlated&lt;/span&gt;, build linear combinations that &lt;i&gt; &#39;&#39;remove the overlap&#39;&#39; &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Correlation of Residues &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Build Laurent expansions around $t_{\mathcal{D}_k}$ &lt;span style=&#34;font-size: 12pt&#34;&gt; (use same kind of slice &lt;a href=&#34;slides/fivepartons_dec2023/#/3/4&#34;&gt;as before&lt;/a&gt;)&lt;/span&gt;
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{q_k = \text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: -5mm;&#34;&gt;
     $\circ\,$ Repeat for several (anti-)holomorphic slices, build vectors
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 0mm;&#34;&gt;
     $$
     \vec{e}^k_{im} = (e^k_m)_{ij} = \{ e^k_{im}(\text{slice}_1), \dots, e^k_{im}(\text{slice}_n)  \}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination on the matrix $(e^k_m)_{ij}$ we can partition the space:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \text{span}_{\vec{\mathbb{Q}},\mathbb{Q}}(r_{i \in \mathcal{B}}) = \text{column}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m)) \oplus \text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
     $$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 0mm;&#34;&gt;
    Interpretation of $\text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_k^m)) \cdot r_{i \in \mathcal{B}}$: functions that do &lt;u&gt;not&lt;/u&gt; have a $D_k^m$ singularity
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Breadth-First Search &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ If a function $\tilde{r}$ does not have poles $D_{k_1}^{m_1}$ and $D_{k_2}^{m_2}$, then
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \tilde{r} \in \text{span}_{FF(R_5),\mathbb{Q}}\Bigg[\Big(\text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_{k_1}^{m_1})) \cap \text{null}_{\vec{\mathbb{Q}},\mathbb{Q}}(\text{Res}(r_{i \in \mathcal{B}}, D_{k_2}^{m_2}))\Big)_{i&#39;i} \; \cdot \; r_{i\in \mathcal{B}}\Bigg]
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Build linear combination that remove as many singularities as possible, without dropping rank
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle O_{i&#39;i} = \cap_{k, m} \, \text{nulls}_{\vec{\mathbb{Q}},\mathbb{Q}} \qquad \text{(schematically)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ This is done by searching a tree of possibilities of which pole gets dropped to which order. &lt;br&gt;
     $\phantom{\circ}\,$ Several optimizations required to search an otherwise proibitively large space, naively of size
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \prod_k (m_k + 1) \quad \text{with } \; k \;\text{ enumerating } \; D_k^{m_k}
     $$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Least-Common-Denominator &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ In other words, we have reshuffled the $r_i$ by linear combinations of the others $r_{j\neq i}$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float:center; display: inline-block; font-size: x-large; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\displaystyle \tilde{r}_i = \sum_{j\neq i} O_{ij} r_j + r_i$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The rational functions now take the form
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -5mm; margin-bottom: 5mm;&#34;&gt;
     $$
     \displaystyle \tilde{r}_i(|i\rangle,[i|) = \frac{\tilde{\mathcal{N}}(|i\rangle,[i|)}{\prod_j D_j^{\tilde{q}_{ij}}(|i\rangle,[i|)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ where we have minimized $\sum_j \tilde{q}_{ij}$, compared to the $r_i$.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ This is the closest thing that I am aware of to a Gram–Schmidt procedure for vector spaces over fields that are not number fields, but in this case fields of fractions over polynomial quotient rings.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Can we think of this as defining an inner product on the space of rational functions?
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -7mm; margin-bottom: 0mm;&#34;&gt;
     $$
     O_{ij} \sim \langle r_i | r_j \rangle \qquad \text{(very schematically)}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     (Discussion) Is there a connection to intersection theory?
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
$
\begin{align}
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} (\alpha_{ij} + \beta_{ij}) &amp; = d \quad \text{: mass dimension} \\[2mm]
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} \alpha_{ij}\underbrace{\{\langle ij \rangle\}_k}_{\delta_{ik}+\delta_{jk}} + \beta_{ij}\underbrace{\{[ij]\}_k}_{-\delta_{ik}-\delta_{jk}} &amp; = \phi_k \quad \text{: k}^{th}\text{ little group weight}
\end{align}
$
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
     &lt;!---
	&lt;div style=&#34;width:15%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;div style=&#34;margin-top: 10mm; margin-bottom: 6mm;&#34;&gt; &lt;code&gt; Lips &lt;/code&gt; &lt;/div&gt;
	     &lt;div style=&#34;margin-top: 0mm; margin-bottom: 0mm;&#34;&gt; Spinor ideal &lt;/div&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: 0mm; margin-bottom: 5mm;&#34;
	     href=https://arxiv.org/abs/2305.14075&gt;
		GDL (&#39;23)
	     &lt;/a&gt;	    
	&lt;/div&gt;
    ---&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Some Public Computational Tools &lt;/b&gt;&lt;/p&gt;
&lt;div&gt;
&lt;img src=&#34;demos.png&#34;; style=&#34;max-width:1150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm; margin-left: -25mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Five-Parton Results in Full Color &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -5mm; margin-bottom: 0mm; margin-left: -5mm&#34;&gt;
   &lt;a href=https://arxiv.org/abs/2311.10086&gt; GDL, Ita, Klinkert, Sotnikov (&#39;23), &lt;/a&gt;
   &lt;a href=https://arxiv.org/abs/2311.18752&gt; GDL, Ita, Sotnikov (&#39;23); &lt;/a&gt;
   see also
   &lt;a href=https://arxiv.org/abs/2311.09870&gt; Agarwal, Buccioni, Devoto, Gambuti, von Manteuffel, Tancredi (&#39;23) &lt;/a&gt;
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;VSSizeTable-transparent.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ The basis of the vector space is now quite easy! ($r_{115}^{--}$ is the most complicated function)
&lt;/div&gt;
&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
     &lt;img src=&#34;five-partons.png&#34;; style=&#34;max-width:500px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
     &lt;img src=&#34;five-partons-last.png&#34;; style=&#34;max-width:500px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Outlook: More Legs and/or Masses &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 2mm;&#34;&gt;
$\circ\,$ New mathematical tools help tackle the increasing complexity of amplitudes in the precision era.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ Preliminary results for $pp\rightarrow Wjj$ are around $25 MB$ (down from $1.2GB$    ), &lt;br&gt;
$\phantom{\circ}\,$ with the quark-channel basis functions down to $125 KB$, of which 25 of 92 functions are:
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;quarksW.png&#34;; style=&#34;max-width:1000px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm; margin-left: -5mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;3y_and_Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;summary&#34;&gt;Summary&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Summary &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
     We talked about:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-left: 10mm;&#34;&gt;
     $1.\,$ Rational Functions in the Field of Fractions of Polynomial Quotient Rings: &lt;br&gt;
     $\qquad\circ\,$ How to enforce constraints on polynomials; &lt;br&gt;
     $\qquad\circ\,$ The relation between physics $\leftrightarrow$ algebra $\leftrightarrow$ geomtry; &lt;br&gt;
     $\qquad\circ\,$ The role of the Least Common Denominator, and how to obtain it &lt;br&gt;
     $\qquad\circ\,$ Partial fraction decompositions from higher-codimension information
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-left: 10mm;&#34;&gt;
     $2.\,$ Different cases where masses appear: &lt;br&gt;
     $\qquad\circ\,$ External masses &lt;br&gt;
     $\qquad\circ\,$ Internal masses (simple Laurent expansion) &lt;br&gt;
     $\qquad\circ\,$ Internal masses (mass- and kinematic-dependent poles)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-left: 10mm;&#34;&gt;
     $3.\,$ Vector Spaces over Fields of Fractions &lt;br&gt;
     $\qquad\circ\,$ Correlation between residues, a.k.a. basis change; &lt;br&gt;
     $\qquad\circ\,$ Its consequences on what functions need to be obtained.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-left: 10mm;&#34;&gt;
     $4.\,$ Analytic Reconstructions from an Ansatz
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Conclusions
&lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Full-color 5-point massless amplitudes are well within reach, 
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Subleading color corrections can be fairly sizable
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The reconstruction can be peformed in spinor-helicity variables, which yield compact results
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Understanding the partial fraction structure of amplitudes is essential to tame their complexity
&lt;/div&gt;

---
---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
        &lt;a href=&#34;https://en.wikipedia.org/wiki/Markdown&#34;&gt;markdown&lt;/a&gt;, 
        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
        &lt;a href=&#34;https://gohugo.io/&#34;&gt;hugo&lt;/a&gt;, 
        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;!---
---

&lt;section&gt;

# Backup Slides

---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -5mm;&#34;&gt; Constraints from Poles &lt;/b&gt;
&lt;br&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: x-large; margin-top: -16mm;&#34;&gt; Bootstrapping trees (?) &lt;/b&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 8mm;&#34;&gt;
     $\circ$ The degree of divergence / vanishing on various surfaces imposes strong constraints, e.g.
&lt;/div&gt;

&lt;div style=&#34;font-size: 20pt; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $ A^{\text{tree}}_{q^+g^+g^+\bar q^-g^-g^-} = \frac{\mathcal{N(\text{m.d.} = 6\,,\; \text{p.w.} = [-1, 0, 0, 1, 0, 0])}}{\langle 12\rangle\langle 23\rangle\langle 34\rangle [45][56][61]s_{345}}$
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Pretend this is un unknown integral coefficient, $\mathcal{N}$ has 143 free parameters.
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ List the various prime ideal, such as
&lt;/div&gt;

&lt;br&gt;&lt;br&gt;&lt;br&gt;

&lt;div style=&#34;font-size: 20pt; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $ \big\langle \langle 12\rangle, \langle 23\rangle, \langle 13\rangle \big\rangle, \; \big\langle |1\rangle \big\rangle, \; \big\langle \langle 12\rangle, |1+2|3]\big\rangle, \dots$
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ and impose that $\mathcal{N}$ vanishes to the correct order. We determine it up to an overall constant.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -2mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2207.10125&gt;
     GDL, Page (&#39;22)
&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Likewise, the ansatz for $A^{\text{tree}}_{g^+g^+g^+ g^-g^-g^-}$ shrinks $1326 \rightarrow 1$, etc..
&lt;/div&gt;

&lt;br&gt;&lt;br&gt;&lt;br&gt;

&lt;div style=&#34;font-size: x-large; float: center; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;i&gt; Effectively, we can &lt;b&gt; compute &lt;/b&gt; trees, just from their &lt;u&gt;poles orders&lt;/u&gt;. &lt;br&gt; Note: compared to BCFW there is &lt;u&gt;no&lt;/u&gt; information about &lt;u&gt;residues&lt;/u&gt;. &lt;/i&gt;
&lt;/div&gt;

---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Fraction Decompositions &lt;/b&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ For true integral coefficients, we can&#39;t rely on the Ansatz to shrinks to an overall constant.
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Partial fraction decompositions (PFDs) are a popular method to tame algebraic complexity.
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ In my opinion, a PFD algorithm needs
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: center; margin-top: -3mm; margin-bottom: 5mm;&#34;&gt;
     $1.$ to say if two poles $W_a$ and $W_b$ are separable into different fractions; &lt;br&gt;
     $2.$ ideally, to answer $(1.)$ without having access to an analytic expression. 
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;color: green&#34;&gt;Hilbert&#39;s nullstellensatz&lt;/span&gt;: if $\mathcal{N}$ vanishes on all branches of $\langle W_a, W_b \rangle$, then the PFD is possible$\kern-3mm\phantom{x}^\dagger$.
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Generalizing to powers $&gt;\kern-1mm 1$ can be done via &lt;span style=&#34;color: green&#34;&gt;symbolic powers&lt;/span&gt; and the &lt;span style=&#34;color: green&#34;&gt;Zariski-Nagata Theorem&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 1mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/.&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Similarly, generalizing to non-radical ideals requires &lt;span style=&#34;color: green&#34;&gt;ring extensions&lt;/span&gt;.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm; margin-right: 33mm;&#34; href=https://arxiv.org/abs/.&gt;
   Campbell, GDL, Ellis (&#39;22)
&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; float: left; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Issue: &lt;/b&gt;evaluations on singular surfaces are expensive, but are not always needed!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 1mm; margin-bottom: 0mm;&#34;&gt;
     &lt;b&gt; Opportunity: &lt;/b&gt;we get more than partial fraction decompositions.
&lt;/div&gt;

&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;

&lt;div style=&#34;font-size: large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern-4mm\phantom{x}^\dagger$ $\langle W_a, W_b\rangle$ needs to be radical.
&lt;/div&gt;

&lt;/section&gt;

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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/refoct2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/refoct2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 31pt; text-transform: none;&#34;&gt;
          Towards the complete NNLO BFKL Kernel
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 15pt; margin-bottom:0mm;&#34;&gt; One Central Emission at Two Loops &lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-bottom:0mm;&#34;&gt;&lt;a href=&#34;https://arxiv.org/pdf/2412.20578&#34;&gt;arXiv:2412.20578&lt;/a&gt; &lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP04(2025)161&#34;&gt;(10.1007/JHEP04(2025)161)&lt;/a&gt;&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-bottom:0mm;&#34;&gt; with S. Abreu, G. Falcioni, E. Gardi, C. Milloy, L. Vernazza &lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 15pt; margin-bottom:0mm;&#34;&gt; Two Central Emissions at One Loop &lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-bottom:0mm;&#34;&gt; To Appear &lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-bottom:10mm;&#34;&gt; with E. Byrne, V. Del Duca, E. Gardi, J. Smillie &lt;/div&gt;
&lt;p&gt;REF Conference&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:5mm&#34;&gt; Milan, IT &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/REFOct2025/#/&#34;&gt;gdelaurentis.github.io/slides/REFOct2025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Large Logarithms from Big Rapidity Gaps  &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: 0mm; margin-left: -5mm;&#34;&gt;
     $\circ\,$ In the &lt;b&gt;forward limit&lt;/b&gt; &lt;span style=&#34;font-size: 16pt&#34;&gt;$s \gg |t|$&lt;/span&gt;, i.e. at large CoM energy vs. momentum transfer, &lt;br&gt;
     $\phantom{\circ}\,$ when final state emissions develop &lt;b&gt; large rapidity gaps&lt;/b&gt;
&lt;/div&gt;
&lt;img src=&#34;forward_diagram.png&#34; style=&#34;max-width:100mm; margin-top: -1mm; margin-bottom:-4mm;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: 0mm; margin-left: -5mm;&#34;&gt;
     $\phantom{\circ}\,$ amplitudes are dominated by unphysically &lt;b&gt; large logarithms &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$
\mathcal{A} \approx \mathcal{O}\big(\alpha_s^n \log^n(s/|t|)\big )
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: 8mm; margin-left: -5mm;&#34;&gt;
     $\circ\,$ The BFKL kernel captures the &lt;b&gt;exponentiation&lt;/b&gt; of these large logarithms, &lt;br&gt;
     $\phantom{\circ}\,$ allowing us to &lt;b&gt;resum&lt;/b&gt; their contribution to the cross section.
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -8mm; margin-bottom: 0mm; margin-right:-5mm; float: right; font-align: right;&#34;&gt;&lt;a href=&#34;https://www.sciencedirect.com/science/article/abs/pii/0370269375905249&#34;&gt; Fadin, Kuraev, Lipatov `75&lt;/a&gt;;$\;$&lt;a href=&#34;https://inspirehep.net/literature/137229&#34;&gt; Balitsky, Lipatov `78&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: 6mm; margin-left: -5mm;&#34;&gt;
     $\circ\,$ In this kinematic limit, known as &lt;b&gt;Multi-Regge Kinematics&lt;/b&gt; (MRK), an effective particle is &lt;br&gt;
     $\phantom{\circ}\,$ exchanged in the t-channel, a Reggeon, from which more rapidity-gapped radiation can be emitted. &lt;br&gt;
     $\phantom{\circ}\,$ Depending on whether the extra radiation is itself rapidity gapped we talk about next-to-MRK.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Amplitude Factorization in MRK and NMRK &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 1mm; margin-top: 2mm; margin-left: -2mm;&#34;&gt;
     $\circ\;$ In the (N)MRK we can picture the amplitude as follows
&lt;/div&gt;
&lt;img src=&#34;Emissions-transparent.png&#34; style=&#34;max-width:225mm; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;br&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -8mm; margin-bottom: -8mm; margin-right:-5mm; float: right; font-align: right;&#34;&gt; Images adapted from &lt;a href=&#34;https://arxiv.org/abs/2312.15051&#34;&gt; Byrne `23&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: -2mm;&#34;&gt;
     $\phantom{\circ}\;$ where: the ziggly line is the &lt;b&gt;Regge trajectory&lt;/b&gt; &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}$&lt;/span&gt;, the green blobs are &lt;b&gt;impact factors&lt;/b&gt; &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{C}$&lt;/span&gt;, the blue &lt;br&gt;
     $\phantom{\circ}\;$ blob is a one-emission &lt;b&gt;central vertex&lt;/b&gt; &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_g$&lt;/span&gt;, and the gray blob is a two-emission central vertex &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_{gg}$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: -2mm;&#34;&gt;
     $\circ\;$ Amplitudes factorise (very schematically, octet component only and up to Regge cuts)
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 0mm; margin-bottom: -3mm&#34;&gt;
$$
\mathcal{A}_4 \approx \mathcal{C}  \, \mathcal{R} \, \mathcal{C} \, , \qquad
\mathcal{A}_5 \approx \mathcal{C}  \, \mathcal{R} \, \mathcal{V}_g \, \mathcal{R} \, \mathcal{C} \, , \qquad
\mathcal{A}_6 \approx \mathcal{C}  \, \mathcal{R} \, \mathcal{V}_{gg} \, \mathcal{R} \, \mathcal{C}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: -2mm;&#34;&gt;
     $\phantom{\circ}\;$ where each component admits an expansion in powers of &lt;span style=&#34;font-size: 15pt&#34;&gt;$\alpha_s$&lt;/span&gt;, thus e.g. &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{A}_4^{(1)}$&lt;/span&gt; gives us &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{C}^{(1)}$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(1)}$&lt;/span&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Kernel Components &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Leading Order Kernel Components &lt;/b&gt;&lt;/p&gt;
&lt;div  style=&#34;text-align: left; font-size: 16pt; margin-bottom: 5mm; margin-top: -6mm; text-align: center;&#34;&gt;
Leading-Log (LL) Resummation: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{O}\big(\alpha_s^n \log^n(s/|t|)\big )$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ\,$ The two components of the leading order (LO) BFKL kernel, &lt;br&gt;
     $\phantom{\circ}\,$ required for resummation of leading logarithms (LL), are
&lt;/div&gt;
&lt;img src=&#34;LOKernel.png&#34; style=&#34;max-width: 130mm; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 14pt; margin-top: -10mm; margin-bottom: 0mm; float: right; font-align: right;&#34;&gt;Images from&lt;a href=&#34;https://arxiv.org/abs/2204.12459&#34;&gt; Byrne, Del Duca, Dixon, Gardi, Smillie `22&lt;/a&gt;&lt;/span&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: 5mm;&#34;&gt;
     $\phantom{\circ}\,$ where pictured is a forward squared amplitude with a final-state cut.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 5mm; margin-top: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ (a) is a correction to the Regge trajectory &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(1)}$&lt;/span&gt;&lt;br&gt;
     $\phantom{\circ}\,$ (b) is the leading order central emission vertex (CEV) &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_g^{(0)}$&lt;/span&gt; in MRK
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; NLO Kernel &lt;/b&gt;&lt;/p&gt;
&lt;div  style=&#34;text-align: left; font-size: 16pt; margin-bottom: 5mm; margin-top: -6mm; text-align: center;&#34;&gt;
Next-To-Leading-Log (NLL) Resummation: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{O}\big(\alpha_s^n \log^{n-1}(s/|t|)\big )$&lt;/span&gt;
&lt;/div&gt;
&lt;img src=&#34;NLOKernel.png&#34; style=&#34;max-width: 180mm; margin-top: 0mm; margin-bottom:0 mm;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ (a) two-loop correction to the Regge trajectory, &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(2)}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ (b) one-loop correction to the one-emission CEV &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_g^{(1)}$&lt;/span&gt; in MRK
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ (c) leading two-emission CEV &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_{gg}^{(0)}$&lt;/span&gt;, this requires an next-to-MRK (NMRK) tree computation: &lt;br&gt;
     $\phantom{\circ}\,\kern4mm$ the two central gluons are &lt;u&gt;not&lt;/u&gt; rapidity gapped
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-top: -3mm;&#34;&gt; NNLO Kernel &lt;/b&gt;&lt;/p&gt;
&lt;div  style=&#34;text-align: left; font-size: 16pt; margin-bottom: 5mm; margin-top: -6mm; text-align: center;&#34;&gt;
NNLL Resummation: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{O}\big(\alpha_s^n \log^{n-2}(s/|t|)\big )$&lt;/span&gt;
&lt;/div&gt;
&lt;img src=&#34;NNLOKernel.png&#34; style=&#34;max-width: 260mm; margin-top: -5mm; margin-bottom: 2mm; margin-left: -12mm&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: -3mm; margin-left: -7mm;&#34;&gt;
     $\phantom{\circ}\,$ (a) Three loop &lt;span style=&#34;font-size: 15pt&#34;&gt;$2\to 2$&lt;/span&gt; MRK, from three Reggeons to three-loop correction to the trajectory, &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(3)}$&lt;/span&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -3mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/2112.11098&#34; &gt; Falcioni, Gardi, Maher, Milloy, Vernazza `21&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/2112.11097&#34; &gt; Caola, Chakraborty, Gambuti, von Manteuffel, Tancredi `21&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 6mm; margin-left: -7mm;&#34;&gt;
     $\phantom{\circ}\,$ (b) Two-loop correction to the central emission vertex &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_g^{(2)}$&lt;/span&gt; for one gluon
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -3mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/2412.20578&#34;&gt; Abreu, GDL, Falcioni, Gardi, Milloy, Vernazza `24&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/2411.14050&#34;&gt; Buccioni, Caola, Devoto, Gambuti `24&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 5mm; margin-left: -7mm;&#34;&gt;
     $\phantom{\circ\,\text{(b)}}$ by expanding in the MRK limit the recently available two-loop five-parton amplitudes
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -3mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/2311.10086&#34;&gt; GDL, Ita, Klinkert, Sotnikov `23&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/2311.18752&#34;&gt; GDL, Ita, Sotnikov `23&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/2311.09870&#34;&gt; Agarwal, Buccioni, Devoto, Gambuti, von Manteuffel, Tancredi `23&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 8mm; margin-left: -7mm;&#34;&gt;
     $\phantom{\circ}\,$ (c) The CEV for one emission &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_{gg}^{(0)}$&lt;/span&gt; (at higher orders in epsilon)
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -10mm; margin-bottom: -6mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/2302.09868&#34;&gt; Fadin, Fucilla, Papa `23&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 2mm; margin-left: -7mm;&#34;&gt;
     $\phantom{\circ}\,$ (d) The last missing component is the next-to-maximally-helicity-violiating (NMHV) one-loop &lt;br&gt;
     $\phantom{\circ\,\text{(d)}}$ two-gluon CEV &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_{g^{+}g^{-}}^{(0)}$&lt;/span&gt;,
     this requires expanding in NMRK the one-loop six-gluon amplitude
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -3mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; Byrne, GDL, Del Duca, Gardi, Smillie - in progress; &lt;a href=&#34;https://arxiv.org/abs/1904.04067&#34; &gt;GDL, Maitre `19&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 8mm; margin-left: -7mm;&#34;&gt;
     $\phantom{\circ}\,$ (e) The leading CEV for three emissions &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{V}_{ggg}^{(0)}$&lt;/span&gt; from an NNMRK limit at tree level
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -3mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/2506.10644&#34;&gt; Byrne, Del Duca, Gardi, Mo, Smillie `25&lt;/a&gt;&lt;/span&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;padics.png&#34;
  &gt;

&lt;h1 id=&#34;nmrk-numerical-expansion&#34;&gt;NMRK Numerical Expansion&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -10mm;&#34;&gt; Minimal Variables for (N)MRK &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 2mm; margin-top: -4mm;&#34;&gt;
$\circ$ The problem is most easily formulated in terms of lightcone momenta
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$
\begin{array}{rllll}
p \; = &amp; (p^+, &amp; p^-, &amp; p_\perp , &amp; \bar p_\perp ) \\
  = &amp; (E + p_z, &amp; E - p_z, &amp; p_x + i p_y, &amp; p_x - i p_y)
\end{array}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
$\circ$ We can picture the MRK limit as follows
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: space-between; align-items: flex-start; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;!-- Left column: image --&gt;
     &lt;div style=&#34;flex: 1; margin-right: 10mm;&#34;&gt;
     &lt;img src=&#34;mrk-variables.png&#34; style=&#34;max-width:100mm; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
     &lt;!-- Right column: table --&gt;
     &lt;div style=&#34;font-size: 16pt; margin-top: 10mm; margin-bottom: 0mm; margin-right: 20mm;&#34;&gt;
     $$
     p_{i}^{\;j} = \left(
     \begin{array}{cccc}
     0 &amp; \text{mc} &amp; 0 &amp; 0 \\
     \text{mc} &amp; 0 &amp; 0 &amp; 0 \\
     p_4^{+} X_{34} &amp; \text{mc} &amp; \text{mc} &amp; \text{mc} \\
     p_4^{+}  &amp; \text{mc} &amp; \frac{-q_1}{z − 1} &amp; \frac{-\bar q_1}{\bar z − 1} \\
     p_4^{+} / X_{45} &amp; \text{mc} &amp; \frac{q_1 z}{z − 1} &amp; \frac{\bar q_1\bar z }{\bar z − 1} 
     \end{array}\right) \\[3mm]
     \text{mc = fixed by momentum conservation}
     $$
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
$\circ\,$ The MRK limit is a two-variable problem &lt;span style=&#34;font-size: 16pt;&#34;&gt;$z, \bar z$&lt;/span&gt;; &lt;br&gt;
$\phantom{\circ}\,$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$q_1, \bar q_1, p_4^+$&lt;/span&gt; drop out by normalizing by the tree and &lt;span style=&#34;font-size: 16pt;&#34;&gt;$X_{34} \sim X_{45} \sim 1/x \gg 1$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
$\circ$ The NMRK limit is a five-variable problem &lt;span style=&#34;font-size: 15pt;&#34;&gt;$z, \bar z, w, \bar w, X=X_{(45)}$&lt;/span&gt;, other variables drop out
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Challenge from Spurious Cancellations &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: -2mm; margin-top: 2mm;&#34;&gt;
     $\circ\,$ Amplitudes take the form:
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\textstyle \mathcal{A}^{(\ell)}_n = \sum_i c_i \, I_i
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ with &lt;span style=&#34;font-size: 16pt;&#34;&gt;$c_i$&lt;/span&gt; rational functions, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$I_i$&lt;/span&gt; transcendental master integrals
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 10mm;&#34;&gt;
     $\circ\,$ For &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathcal{A}^{(2)}_5$&lt;/span&gt; in the MRK limit we have:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
c_i \approx \frac{c_{i,-1}}{x} + c_{i,0} + \mathcal{O}(x)\; ,  \quad I_i \approx I_{i,0} + x I_{i,1} + \mathcal{O}(x)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ one spurious order in  &lt;span style=&#34;font-size: 16pt;&#34;&gt;$x\rightarrow 0$&lt;/span&gt; cancels between rational and transcendental.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 10mm;&#34;&gt;
     $\circ\,$ For &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathcal{A}^{(1)}_6$&lt;/span&gt; in the NMRK limit we have (for the NMHV amplitude):
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\require{\cancel}
c_i \approx \frac{\cancelto{0}{c_{i,-8}}}{x^{-8}} + \dots +  \frac{\cancelto{0}{c_{i,-1}}}{x} + c_{i,0} + \mathcal{O}(x)\; ,  \quad I_i \approx I_{i,0}+ \mathcal{O}(x)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Problem: &lt;span style=&#34;color: red&#34;&gt;8 orders of spurious cancellations&lt;/span&gt; in the (N)MRK parameter as &lt;span style=&#34;font-size: 16pt;&#34;&gt;$x\rightarrow 0$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Challenge from Spurious Cancellations (2) &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 0mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\,$ The &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathcal{A}^{(2)}_5$&lt;/span&gt; coefficients are simple
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;&gt; from antares_results.jjj.ggggg.mhv import lTerms; lTerms
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt; margin-top:-6mm&#34;&gt;&lt; [Terms(&#34;&#34;&#34;+(1⟨4|5⟩²)/(⟨1|2⟩⟨1|3⟩⟨2|3⟩)&#34;&#34;&#34;), Terms(&#34;&#34;&#34;+(1⟨4|5⟩³)/(⟨1|2⟩²⟨3|4⟩⟨3|5⟩)&#34;&#34;&#34;), ...]
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt; margin-top:-3mm&#34;&gt;&gt; len(str(lTerms[0])), max(map(len, map(str, lTerms)))
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt; margin-top:-6mm&#34;&gt;&lt; 28, 630
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 0mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\,$ The &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathcal{A}^{(1)}_6$&lt;/span&gt; NMHV coefficients are much more complex
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;&gt; from antares_results.jjjj.gggggg.pmpmpm import coeffs; coeffs[&#39;box(1)&#39;]
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt; margin-top:-6mm&#34;&gt;&lt; Terms(&#34;&#34;&#34;+(-1/2j⟨1|2⟩⁴[1|2][2|3]⟨3|1+2|5]⁴)/(⟨1|3⟩⁴[4|5][5|6]⟨1|2+3|4]⟨3|1+2|6]s_123)&#34;&#34;&#34;)
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt; margin-top:-3mm&#34;&gt;&gt; len(str(coeffs[&#39;box(1)&#39;])), max(map(len, map(str, coeffs.values())))
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt; margin-top:-6mm&#34;&gt;&lt; 76, 346853
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Some coefficients (three mass triangles, bubbles, rational part) are very complicated!
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Analytic expansion is a no go. Run out of memory and time after 3 or 4 orders! &lt;br&gt;
     ${\color{red} ✗}$ Numerical expansion with floating-point numbers is also too complicated. &lt;br&gt;
     $\phantom{{\color{red} ✗}}$ Say we input &lt;span style=&#34;font-size: 15pt;&#34;&gt;$x\approx 10^{-10}$&lt;/span&gt; to have 10 digits to work with, we would lose (at least) 80 digits!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; &lt;span style=&#34;font-size: 27pt;&#34;&gt;$p\kern0.2mm$&lt;/span&gt;-adic numbers &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ You may be familiar with finite field (integers modulo a prime)
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -4mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/1406.4513&#34;&gt; von Manteuffel, Schabinger `14&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/1608.01902&#34;&gt; Peraro `16&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{F}_p : a \in \{0, \dots, p -1\} \; \text{ with } \; \{+, -, \times, \div\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Limits (and calculus) are not well defined in $\mathbb{F}_p$. We can make things zero, but not small:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle |a|_0 = 0 \; \text{if} \; a = 0 \; \text{else} \; 1 \quad \text{a.k.a. the trivial absolute value.}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ There exists just one more absolute value on the rationals, the &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic absolute value.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://en.wikipedia.org/wiki/Ostrowski%27s_theorem&gt;
   Ostrowski&#39;s theorem 1916
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Let&#39;s start from &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic integers, instead of working modulo &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;, expand in powers of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{Z}_p : a_0 p^0 + a_1 p^1 + a_2 p^2 + \dots + \mathcal{O}(p^n)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ In some sense we are correcting the finite field result with more (subleading) information.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic numbers &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathbb{Q}_p$&lt;/span&gt; allow for negative powers of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;, (would be division by zero in $\mathbb{F}_p$!)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{Q}_p : a_{-\nu} p^{-\nu} + \dots + a_0 + a_1 p^1 + \dots + \mathcal{O}(p^n)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page `22
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic absolute value is defined as &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|a|_p = p^\nu$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Think of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt; as a small quantity, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon$&lt;/span&gt;, even if it is a large prime (by the real absolute value, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|\,|_\infty$&lt;/span&gt;).
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; The &lt;span style=&#34;font-size: 27pt;&#34;&gt;$p\kern0.2mm$&lt;/span&gt;-adic (N)MRK Limit &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The space of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic numbers is an &lt;b&gt;ultrametric&lt;/b&gt; space, the triangle inequality is strengthened to:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle d(x,z)\leq \max \left\{d(x,y),d(y,z)\right\} 
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ This leads to better stability properties: adding two numbers can never result is a larger number!
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ A general kinematic evaluation at a &lt;span style=&#34;font-size: 14pt;&#34;&gt;$(2^{31}-1)$&lt;/span&gt;-adic phase space point
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;&gt; from lips import Particles; from syngular import Field
&gt; oPs = Particles(6, field=Field(&#34;padic&#34;, 2 ** 31 - 1, 9), seed=0)  # create psp
&gt; (1j * coeffs[&#39;bubble(1)&#39;])(oPs)  # evaluate the coefficient(s)
&lt;/code&gt;&lt;/pre&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt&#34;&gt;&lt; 490010355 + 1085079429*2147483647 + 1676653899*2147483647^2 + 726358851*2147483647^3 + 1074867770*2147483647^4 + 133781189*2147483647^5 + 892424664*2147483647^6 + 1457115085*2147483647^7 + 2127645140*2147483647^8 + O(2147483647^9)
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Manipulate phase space: set the (N)MRK parameter controlling the rapidity gap to be &lt;span style=&#34;font-size: 16pt;&#34;&gt;$x\approx p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle 0 \leq \text{leading NMRK behavior} \leq p-1 + \mathcal{O}(2147483647^1)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ We still lose 1 digit per spurious pole (8 in total), but the result is now &lt;u&gt;exact&lt;/u&gt;.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;h1 id=&#34;analytic-br-reconstruction&#34;&gt;Analytic &lt;br&gt; Reconstruction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Fundamentals of Analytic Reconstruction &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: -4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\;$ Analytic reconstruction is a powerful alternative to symbolic manipulations: &lt;br&gt;
     $\phantom{\circ}\;\star\;$ cancellations happen numerically, avoiding intermediate bottlenecks &lt;br&gt;
     $\phantom{\circ}\;\star\;$ the cost is largely driven by the complexity of the final results
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\;$ We have a ring in 5 independent variables over a field &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathbb{F}(=\mathbb{Q}_p)$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{NRMK} = \mathbb{F}\big[ z, \bar z, w, \bar w, X(=X_{45}) \big]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\;$ we need to recover rational functions from numerical samples:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$ 
\displaystyle \{z, \bar z, w, \bar w, X\} \in \mathbb{F}^5 \rightarrow \text{BlackBox} \rightarrow c_i \in \mathbb{F} \rightarrow c_i = \frac{\mathcal{N}(z, \bar z, w, \bar w, X)}{\mathcal{D}(z, \bar z, w, \bar w, X)}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\;$ The real power of the approach is with polynomial quotient rings.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\;$ The complexity is not driven just by the number of variables, but also by the sigularities
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
$$ 
\displaystyle \mathcal{D}_{\Delta_{3m}} = -4(-1+w)w(-1+\bar w)\bar w X^2 (-1+z) z (-1+\bar z) \bar z+ \\ (X z (\bar w+\bar z-\bar w \bar z+X\bar z)+w(\bar w-X (-1+z) \bar z+\bar w X(1-\bar z+z(-1+2\bar z))))^2
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\;$ alone has degreee 10. It appears up to cubic pole, making denominators exceed degree 30. &lt;br&gt;
     $\phantom{\circ}\;$ By comparison the most complicated singularity for &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathcal{A}^{(2)}_5$&lt;/span&gt; was &lt;span style=&#34;font-size: 15pt;&#34;&gt;$(z - \bar{z})$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ We can determine the least common denominators (LCDs),
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \mathcal{D} = \prod_j \mathcal{D}_j^{q_{ij}}(z, \bar z, w, \bar w, X) \, .
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ from a univariate slice &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt; and guesses for the possible &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt;.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ The curve &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt; must intersect all varieties &lt;span style=&#34;font-size: 16pt&#34;&gt;$V(\langle \mathcal{D}_j \rangle)$&lt;/span&gt;, e.g.
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle z \rightarrow z + c_z t, \; \bar z \rightarrow \bar z + c_{\bar z} t, \\ 
               \; w \rightarrow w + c_{\bar w} t, \; \bar w \rightarrow \bar w + c_{\bar w} t, \; X \rightarrow X + c_X t
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Thiele interpolation yields &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathcal{D}(t)$&lt;/span&gt;, do univariate factorization &lt;br&gt; $\phantom{\circ}\,$ and match to factors from multivariate guesses.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Open-source implementation in &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; 
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt; 
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;Ring.univariate_slice&lt;/code&gt; and &lt;code style=&#34;font-size: 15pt;&#34;&gt;num_func.get_lcd&lt;/code&gt;
          &lt;/div&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern19mm$ Geometry $\kern19mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;br-summary-br--br-outlook&#34;&gt;&lt;br&gt; Summary &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Towards the NMHV 2-Emission CEV &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 6mm;&#34;&gt;
     $\circ\;$ Much more can be said on reconstruction, in brief: 
     &lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\quad\star\;$ the LCD form of the coefficients is too complex (would require millions of evaluations to fit); &lt;br&gt;
     $\quad\star\;$ simplifications arise from partial fraction decompositions and &lt;b&gt;computational algebraic geometry&lt;/b&gt;.
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 6mm;&#34;&gt;
     $\circ\;$ Status: 
     &lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\quad\star\;$ all amplitude coefficients have been reconstructed in the NMRK limit; &lt;br&gt;
     $\quad\star\;$ after reconstruction, no more spurious cancellations in the NMRK parameter.
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 6mm;&#34;&gt;
     $\circ\;$ Checks:
     &lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\quad\star\;$ The MRK limit (&lt;span style=&#34;font-size: 14pt&#34;&gt;$X_{45}\rightarrow \text{large}$&lt;/span&gt;) reproduces known results; &lt;br&gt;
     $\quad\star\;$ We obtain the same result from &lt;span style=&#34;font-size: 14pt&#34;&gt;$g^+g^-g^+g^-g^+g^-$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt&#34;&gt;$g^+g^+g^-g^+g^-g^-$&lt;/span&gt; (distinct in general kinematics); &lt;br&gt;
     $\quad\star\;$ Reproduce known &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}=4$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}=1$&lt;/span&gt; SUSY results.
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 6mm;&#34;&gt;
     $\circ\;$ To do: 
     &lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\quad\star\;$ Split result into contributions to trajectory, impact factors (known) and identify the (new) vertex.
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 6mm;&#34;&gt;
     $\circ\;$ Outlook: 
     &lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\quad\star\;$ The proposed method provides a scalable solution to more complex processes, &lt;br&gt;
     $\phantom{\quad\star\;}$ this calculation was performed entirely on a laptop.
     &lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;italy-milan-cathedral.jpg&#34;
  &gt;

&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
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        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
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        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Backup Slides &lt;/b&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ We want to determine whether a partial fraction decomposition is possible
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 14pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ without knowing &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; analytically. The complexity should not depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; (besided numerical evaluations). &lt;br&gt;
     $\phantom{\circ}$ The complexity will depend on the irreducible polynomials &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}_1, \mathcal{D}_2$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\langle {\color{orange}xy^2 + y^3 - z^2} \rangle + \langle {\color{blue}x^3 + y^3 - z^2} \rangle = \langle xy^2 + y^3 - z^2, x^3 + y^3 - z^2 \rangle = \langle {\color{red}2y^3-z^2, x-y} \rangle \cap \langle {\color{green}y^3-z^2, x} \rangle \cap \langle {\color{blue}z^2, x+y} \rangle
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ This is a primary decomposition, it is the equivalent for polynomials of say: &lt;span style=&#34;font-size: 14pt&#34;&gt;$12 = 2^2 \times 3$&lt;/span&gt; &lt;br&gt; 
     $\phantom{\circ}$ If &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches, than the partial fraction decomposition exists.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -8mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2506.08452&gt;
   Xia, Yang (&#39;25)
&lt;/a&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\;$ After we determine valid partial fraction decompositions, determine a numerator at a time, e.g.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 14pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
c_i = \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}\;$ Isolate &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}_2$&lt;/span&gt; by taking points in the limit &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_1 \rightarrow 0$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\;$ To do this, we need to nest &lt;span style=&#34;font-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic limits: &lt;br&gt;
     $\phantom{\circ}\;\quad\star$ set &lt;span style=&#34;font-size: 14pt&#34;&gt;$x \propto p^5$&lt;/span&gt;, get 5 digits for the leading NMRK behaviour &lt;br&gt;
     $\phantom{\circ}\;\quad\star$ set &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_1 \propto p$&lt;/span&gt;, as long as its pole degree is less than 5, get a value for the residue.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ\;$ Example of explicit construction with &lt;a href=https://github.com/GDeLaurentis/syngular&gt;syngular&lt;/a&gt; (on GitHub), a Python extension to &lt;a href=https://www.singular.uni-kl.de/&gt;Singular&lt;/a&gt;
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;&gt; from syngular import Field, Ring, Ideal, RingPoint
&gt; ring = Ring(&#39;0&#39;, (&#39;z&#39;, &#39;zb&#39;, &#39;w&#39;, &#39;wb&#39;, &#39;X&#39;), &#39;dp&#39;)
&gt; I = Ideal(ring, [&#39;(-4*(-1+w)*w*(-1+wb)*wb*X**2*(-1+z)*z*(-1+zb)*zb+(X*z*(wb+zb-wb*zb+X*zb)+w*(wb-X*(-1+z)*zb+wb*X*(1-zb+z*(-1+2*zb))))**2)&#39;, ])
&gt; I.squash() # just expand the polynomial in this case
&gt; point = RingPoint(ring, field=Field(&#34;padic&#34;, 2 ** 31 - 1, 9))  # a dictionary {&#39;z&#39;: number, ...}
&gt; point.singular_variety(I, valuations=(1, ), seed=0)  # push the point on the surface
&gt; point(I.generators[0])
&lt; 26429729*2147483647 + ... + O(2147483647^9)
&lt;/code&gt;&lt;/pre&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/sm@lhc_apr2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/sm@lhc_apr2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 34pt; text-transform: none;&#34;&gt;
	   Compact Two-Loop QCD Corrections &lt;br&gt;
	   for $Vjj$ Production in $pp$ Collisions
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34;&gt;arXiv:2503.10595&lt;/a&gt; &lt;div style=&#34;font-size: large;&#34;&gt; (GDL, H. Ita, B. Page, V. Sotnikov) &lt;/div&gt;
&lt;p&gt;SM@LHC 2025&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:10mm&#34;&gt; Durham &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/sm@lhc_apr2025/#/&#34;&gt;gdelaurentis.github.io/slides/sm@lhc_apr2025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; $V+n\text{-jet}$ Cross Sections at the LHC &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: 0mm;&#34;&gt;
     &lt;div style=&#34;margin: 0 10px; margin-left: -2mm;&#34;&gt;
         &lt;img src=&#34;ATLAS-XSections-transparent-Vnj.png&#34; style=&#34;max-width:450px; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
     &lt;div style=&#34;margin: 0 10px; margin-left: -2mm;&#34;&gt;
          &lt;table style=&#34;border-collapse: collapse; text-align: center; margin-top: 4mm; font-size: 14pt;&#34;&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;3&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2023 &lt;a href=&#34;https://arxiv.org/abs/example8&#34;&gt;[6]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;2&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    2007 &lt;a href=&#34;https://arxiv.org/abs/example7&#34;&gt;[4]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2021 &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;1&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1981 &lt;a href=&#34;https://arxiv.org/abs/example6&#34;&gt;[1]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1997 &lt;a href=&#34;https://arxiv.org/abs/example10&#34;&gt;[2]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color:rgb(250, 255, 0); text-align: center;&#34;&gt;
                    2008 &lt;a href=&#34;https://arxiv.org/abs/example11&#34;&gt;[3]&lt;/a&gt;
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;Loops ↑&lt;br&gt;Jets →&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$1$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$2$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$\geq3$&lt;/th&gt;
               &lt;/tr&gt;
          &lt;/table&gt;
          &lt;div style=&#34;margin-top: 5mm; margin-bottom: 2mm; font-size: 12pt;&#34;&gt;
               &lt;span style=&#34;background-color: #90EE90; padding: 5px; margin-right: 10px;&#34;&gt;Analytic&lt;/span&gt;
               &lt;span style=&#34;background-color: rgb(250, 255, 0); padding: 5px; margin-right: 10px;&#34;&gt; Numeric&lt;/span&gt;
               &lt;span style=&#34;background-color: #FFD700; padding: 5px; margin-right: 10px;&#34;&gt;Analytic (LCA)&lt;/span&gt;
               &lt;span style=&#34;background-color: #FF7F7F; padding: 5px; margin-right: 10px;&#34;&gt;Unknown&lt;/span&gt;
          &lt;/div&gt;
          &lt;div style=&#34;width: 105%; margin-left: -2mm;&#34;&gt;
               &lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: -4mm;&#34;&gt;
                    &lt;a href=&#34;https://www.sciencedirect.com/science/article/abs/pii/0550321381901656?via%3Dihub&#34;&gt;[1] Ellis, Ross, Terrano; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34;&gt;[2] Bern, Dixon, Kosower;&lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0803.4180&#34;&gt;[3] BlackHat; &lt;/a&gt;&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34;&gt;OpenLoops; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0711;.4711&#34;&gt;[4] Gehrmann-De Ridder, Gehrmann, Glover, Heinrich; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &lt;/a&gt; 
                    &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34; style=&#34;color:rgb(255, 149, 0);&#34;&gt;+ This talk; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2307.15405&#34;&gt;[6] Gehrmann, Jakubčík, Mella, Syrrakos, Tancredi&lt;/a&gt;
               &lt;/div&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; float: left; margin-top: -2mm; margin-bottom: 4mm;&#34;&gt;
     $\phantom{\circ}\,$ Observations at the LHC are beautifully predicted by the Standard Model
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; float: center; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
$$
\require{color}
\require{amsmath}
σ_{2 \rightarrow n - 2} = \sum_{a,b} \int dx_a dx_b f_{a/h_1}(x_a, \mu_F) \, f_{b/h_2}(x_b, \mu_F) \;\hat{\sigma}_{ab\rightarrow n-2}(x_a, x_b, \mu_F, \mu_R) \, , \\
\hat{σ}_{n}=\frac{1}{2\hat{s}}\int d\Pi_{n-2}\;(2π)^4δ^4\big(\sum_{i=1}^n p_i\big)\;|\overline{\mathcal{A}(p_i,h_i,a_i,μ_F, μ_R)}|^2 \, .
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; float:center; font-size: 18pt; margin-top: -3mm; margin-bottom: 4mm;&#34;&gt;
    $\phantom{\circ}\,$ at least to the extent with which we can compute &lt;span style=&#34;font-size: 14pt&#34;&gt; $\mathcal{A} = \mathcal{A}^{(0)} + \alpha_{(s)}\mathcal{A}^{(1)} + \alpha^2_{(s)}\mathcal{A}^{(2)} + \dots$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Precision Physics Requires Compact Amplitudes &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; float: left; margin-top: -1mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Theoretical uncertainties already larger than experimental ones, especially at higher points
&lt;/div&gt;
&lt;div style=&#34;width:100%; float: left; display: inline-block;&#34;&gt;
     &lt;span style=&#34;width:100%; font-size: 16pt; float: left; text-align: left; margin-left:12mm; margin-top:16mm; margin-bottom:-10mm;&#34;&gt;
          $\sigma^{\text{tot.}}_{pp \, \rightarrow \, Z \, + \, n\,j}:$
     &lt;/span&gt;&lt;img src=&#34;cross-sections-transposed-transparent-v2.png&#34;; style=&#34;max-width:600px;float:center;border:none; margin-top:-10mm ;margin-bottom:2mm; margin-left:25mm;&#34;&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -8mm; margin-bottom: -4mm;&#34; href=https://inspirehep.net/literature/2808096&gt;
ATLAS Collab. &#39;24
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ NNLO is essential for agreement with experiment, e.g.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -4mm;&#34; href=https://arxiv.org/abs/2404.08598&gt;
Mazzitelli, Sotnikov, Wiesemann &#39;24
&lt;/a&gt;
&lt;div style=&#34;width:100%; display: inline-block;&#34;&gt;
     &lt;span style=&#34;width:100%; font-size: 18pt; float: left; text-align: left; margin-left:5mm; margin-top:15mm; margin-bottom:-10mm;&#34;&gt;
          $\frac{d\sigma_{pp \, \rightarrow \, Z \, + \, \geq 1 \, b \text{ jet}}}{d |\eta|^{b-\text{jet}_1}}:$
     &lt;/span&gt;&lt;img src=&#34;Z1jSotnikov-transparent-v2.png&#34;; style=&#34;max-width:550px;text-align:center;border:none;margin-top:-15mm ;margin-bottom:2mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Besides this, only two other cross-section studies at NNLO, only for the process &lt;span style=&#34;font-size: 16pt&#34;&gt;$q\bar q&#39;\rightarrow Wb\bar b$&lt;/span&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://arxiv.org/abs/2212.04954&gt;
$\,$Buonocore, Devoto, Kallweit, Mazzitelli, Rottoli, Savoini &#39;22;
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://arxiv.org/abs/2205.01687&gt;
Hartanto, Poncelet, Popescu, Zoia &#39;22;$\,$
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 10mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ Phenomenology can be hindered by complexity of results. It&#39;s hard to do Monte Carlo integration &lt;br&gt; $\phantom{\circ}\,$ and verify IR cancellations when you have to evaluate &gt;1GB of files in higher precision.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-14mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-9mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-4mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ $\mathcal{A}^{(1)}_R$ to order $\epsilon^2$ is still needed to build $\mathcal{R}^{(2)}$, but there is no real reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align:left; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
$\circ$ Original computation  &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 18pt&#34;&gt;[1]&lt;/a&gt; was performed with &lt;code style=&#34;font-size: 17pt&#34;&gt;Caravel&lt;/code&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; text-align: left; display: inline-block; margin-top: 3mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:0mm&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 18pt; width:75%; text-align: left; display: inline-block; margin-top: 5mm; margin-bottom: -4mm;&#34;&gt;
	     $\star$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.&lt;br&gt;
	     $\star$ IBP reduction = decomposition on RHS, &lt;span style=&#34;font-size: 16t&#34;&gt;$\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma$&lt;/span&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 0mm; margin-top: 6mm;&#34;&gt;
     $\circ$ This computation started from the ancillaries files of &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;[1] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov&lt;/a&gt;
     &lt;div style=&#34;font-size: 18pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. Wrote a Python script to split the 1.4 GB ancillaries into &gt;10k files &lt;br&gt;
	     2. Compile into 18.2 GB of C++ binaries (for reference &lt;code style=&#34;font-size: 17pt&#34;&gt;Caravel&lt;/code&gt; compiles into approx. 5 GB) &lt;br&gt;
          3. Obtain &lt;span style=&#34;font-size: 16t&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; evaluations of the form factors (each takes approx. 1 sec per point)&lt;br&gt;
          4. Recombine triplets of form factors into helicity amplitudes
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align:left; margin-bottom: 0mm; margin-top: 4mm;&#34;&gt;
$\circ$ Assemble helicity amplitudes into 3 categories: &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\mathcal{R}_{\bar qQ\bar QqV}^{\text{NMHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{MHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{NMHV}}$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Guiding Principles &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Amplitude should be gauge and Lorentz invariant, and little group covariant
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ gauge dependence, e.g. through reference vectors &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ tensor decompositions &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu T^\mu$&lt;/span&gt;, polarizations are needed for simplifications
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu \rightarrow \epsilon_{\alpha\dot\alpha}$, $P^\mu \rightarrow  \lambda_\alpha \tilde\lambda_{\dot\alpha}$&lt;/span&gt;; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\alpha, \dot\alpha$&lt;/span&gt; indices contracted
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The singularity structure should be manifest in $\mathbb{C}$ (exprs will then be better behaved in $\mathbb{R}$ too)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Rational reparametrisations of the kinematics change the denominator structure
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ If a function is neither even nor odd, forcing the split misses cancellations
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Chiral cancellations yield true Least Common Denominator
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Work off the real slice: &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^\mu \in \mathbb{C}^4$, $\lambda_\alpha \neq \tilde\lambda_{\dot\alpha}^\dagger$&lt;/span&gt;. In practice, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^{\mu=y}\in i\mathbb{Q}\Rightarrow \lambda_{\alpha} \in \mathbb{F}_p \text{ or } \mathbb{Q}_p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Focus only on final physical expressions
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Unphysical intermediate steps may be unnecessarily complicated
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 10mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Bypass all intermediate steps with numerical evaluations
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic--geometric-structure&#34;&gt;Analytic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see algebro-geometric formulation in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 18pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ The rational function &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_n$&lt;/span&gt;,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)}
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\phantom{\circ}\,$ we obtain  &lt;span style=&#34;font-size: 16pt&#34;&gt;$q_{ij}$&lt;/span&gt; from a univariate slice  &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt;.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 16pt; float: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ\,$ The &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are related to the letters of the symbol alphabet
          &lt;/div&gt;
          &lt;a style=&#34;font-size: 13pt; text-align: center; float: left; margin-left:40mm; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
          Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
          &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $4n-4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4n-5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 14pt; margin-top: 10mm; margin-bottom: 4mm;&#34;&gt;
     $
     \displaystyle \kern5mm \{D_j\} \subset \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\}
     $
&lt;/div&gt;
&lt;div style=&#34;font-size:13pt; float: right; margin-top: -9mm; margin-bottom: 1mm;&#34;&gt;
     $\kern0mm\color{green}\text{New letter!}$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 0mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Basis Change from Pole Residues &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{i&#39;j}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:900px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     [&lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;6&lt;/a&gt;] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Reconstruction from Conjectured Properties &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (for planar five-point one-mass amplitudes - all properties checked a posteriori)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Denominator pairs &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;cleanly separated&lt;/i&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \frac{\mathcal{N}_i}{\mathcal{D}_i^{q_i}\mathcal{D}_{\text{rest}}} + \frac{\mathcal{N}_j}{\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Examples of &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; are:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ Any pairs of &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{ijk}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}$&lt;/span&gt; or &lt;span style=&#34;font-size: 16pt&#34;&gt;$\langle i|j|p_V|k|i]-\langle j|l|p_V|k|j]$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Any conjugate pair &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j+k|l], \langle l|j+k|i]\}$&lt;/span&gt; or cyclic &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j\rangle, [i|j]\}$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Pairs of the form &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\Delta_{ij|kl|mn}, \langle c|a+b|d] \text{ or } \langle ab \rangle \text{ or } [ab] \}$&lt;/span&gt; unless &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ab\}$&lt;/span&gt; are &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ij\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{kl\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{mn\}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Other denominator pairs &lt;span style=&#34;font-size: 15pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;separated to order $\kappa$&lt;/i&gt; 
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \sum_{\kappa - q_j\leq m \leq q_i}\frac{\mathcal{N}_i}{\mathcal{D}_i^{m}\mathcal{D}_j^{\kappa - m}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ E.g. &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}^4, \langle i|k+l|j]^5$&lt;/span&gt; are separable to order 5.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Reconstruction only requires &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples $\;{\color{greeN} ✓}$Already simpler than original ones (&lt;span style=&#34;font-size: 14pt&#34;&gt;$\sim$&lt;/span&gt;20MB) &lt;br&gt;
     $\;{\color{red} ✗}$ Results are unstable and sub-optimal, e.g. numbers like this appeared
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt&#34;&gt;127187555379407704220939486282289348327703498501718808908391691454242601886997968263623652083189652150273&lt;/span&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Retain control by iteratively fitting residues on varieties (using $p$-adic numbers, $\mathbb{Q}_p$)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4(s_{24}-s_{13})⟨6|1+4|5]s_{123}(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -4mm; margin-bottom: -4mm;&#34;&gt;
$\circ\,$ Partial fraction decomposition and numerator insertions from e.g. (see appendix of paper):
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle s_{124}-s_{134}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], (s_{13}-s_{24})\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For a fleshed out example with open-source code see &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22) &lt;/a&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;conclusion&#34;&gt;Conclusion&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Amplitudes Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 14pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; coefficient functions are now 1.9 MB (from 1.4 GB), fast and stable. &lt;br&gt;
     $\phantom{\circ}$ Matrices &lt;span style=&#34;font-size: 15pt;&#34;&gt;$M_{ij}$&lt;/span&gt; account for another 2 MB overall. Transcendental basis at &lt;a href=&#34;https://gitlab.com/pentagon-functions/PentagonFunctions-cpp&#34;&gt;PentagonFunctions++&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_d_d.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The complexity split is: quarks NMHV: 100 KB, gluons MHV: 200 KB, gluons NMHV: 1.6 MB.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ The largest numbers are: quarks NMHV and gluons MHV: 3-digit, gluons NMHV: 12 digits.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Pheno ready results for the hard functions are available at &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34;&gt;FivePointAmplitudes&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Amplitudes at &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results&#34;&gt;antares-results&lt;/a&gt;, with &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/index.html&#34;&gt;human readable expr.&lt;/a&gt;, and &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for full amplitude in real kinematics
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;durham.jpeg&#34;
  &gt;

&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
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        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
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&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: small;&#34;&gt; (coming soon-ish) &lt;/span&gt;
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/sussexfeb2026/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/sussexfeb2026/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 30pt; text-transform: none;&#34;&gt;
	   Analytic Reconstruction &lt;br&gt; of Two-Loop QCD Amplitudes
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$pp\rightarrow jjj$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/abs/2311.10086 &#34;&gt;arXiv:2311.10086 &lt;/a&gt; / &lt;a href=&#34;https://journals.aps.org/prd/abstract/10.1103/PhysRevD.109.094023&#34;&gt;PhysRevD.109.094023&lt;/a&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34;&gt;arXiv:2503.10595&lt;/a&gt; / &lt;a href=&#34;https://doi.org/10.1007/JHEP06(2025)093&#34;&gt;JHEP06(2025)093&lt;/a&gt; &lt;div style=&#34;font-size: 15pt; margin-bottom:5mm;&#34;&gt; at 2 loops, with H. Ita, B. Page and V. Sotnikov &lt;/div&gt;
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;arXiv:2504.19909&lt;/a&gt; /
&lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP07(2025)147&#34;&gt;JHEP07(2025)147&lt;/a&gt; &lt;br&gt; 
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$gg\rightarrow HHH$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/pdf/2507.19313&#34;&gt;arXiv:2507.19313&lt;/a&gt; /
&lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP01(2026)157&#34;&gt;JHEP01(2026)157&lt;/a&gt; &lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; at 1 loop, with J. Campbell and K. Ellis &lt;/div&gt;
&lt;p&gt;University of Sussex - TPP Seminar&lt;/p&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides//sussexfeb2026/#/&#34;&gt;gdelaurentis.github.io/slides/sussexfeb2026&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;Phenomenological Motivation&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 4mm; margin-top: 0mm;&#34;&gt;
     $\circ\,$ Processes like &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; (a.k.a. &lt;span style=&#34;font-size: 16pt&#34;&gt;$e^+e^-\rightarrow V \rightarrow 4j$&lt;/span&gt;) are key for precision SM studies at colliders
&lt;!-- Static background image (fades via fragment) --&gt;
&lt;div style=&#34;position: relative; margin-bottom: 4mm; width: 100%; min-height: 450px;&#34;&gt;
     &lt;!-- Fragment 1: full-opacity image --&gt;
     &lt;div class=&#34;fragment&#34; data-fragment-index=&#34;0&#34;
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent.png&#34;
               style=&#34;max-width: 550px; opacity: 1; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Fragment 1: faded image and content --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34; 
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent-Vnj.png&#34;
               style=&#34;max-width: 550px; opacity: 0.10; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Main text container (shown at same time as faded background) --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34;
          style=&#34;position: relative; z-index: 1; margin-left: 15%; padding: 10px;&#34;&gt;
          &lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
          $\rightarrow\,$ Theoretical uncertainties are already larger than experimental ones,
          &lt;img src=&#34;cross-sections-transposed-transparent-v2.png&#34;
               style=&#34;max-width:600px; border:none; margin-left:20mm; margin-top: 2mm;&#34; /&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm;&#34; href=&#34;https://inspirehep.net/literature/2808096&#34;&gt;
          ATLAS Collab. &#39;24
          &lt;/a&gt;
          &lt;/div&gt;
          &lt;div style=&#34;clear: both; text-align: left; font-size: 18pt; margin-top: -10mm;&#34;&gt;
          $\rightarrow\,$ NNLO is essential for agreement with experiment,
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
          Mazzitelli, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Sotnikov, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Wiesemann &#39;24
          &lt;/a&gt;
          &lt;img src=&#34;Z1jSotnikov-transparent-v2.png&#34;
               style=&#34;max-width:500px; border:none; margin-left:24mm; margin-top: 0mm;&#34; /&gt;
          &lt;div style=&#34;text-align: right; font-size: 18pt; margin-top: -5mm; margin-bottom: 0mm; margin-left: -22mm;&#34;&gt;
          Other studies at NNLO only for &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q&#39;\rightarrow Wb\bar b$&lt;/span&gt;, e.g. no &lt;span style=&#34;font-size: 15pt&#34;&gt;$gg\rightarrow Wq\bar q&#39;$&lt;/span&gt; despite available amps
          &lt;/div&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2212.04954&#34;&gt;
          $\,$Buonocore, Devoto, Kallweit, Mazzitelli, Rottoli, Savoini &#39;22;
          &lt;/a&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2205.01687&#34;&gt;
          Hartanto, Poncelet, Popescu, Zoia &#39;22;$\,$
          &lt;/a&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div class=&#34;fragment&#34; data-fragment-index=&#34;1&#34;
     style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: -8mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow t\bar{t}H$&lt;/span&gt; of interest primarily for direct access to top Yukawa &lt;span style=&#34;font-size: 16pt&#34;&gt;$y_t$&lt;/span&gt; (but also CP, EFTs, 2HDM, etc.) &lt;br&gt;
     $\phantom{\circ}\,$ current N$^2$LO pheno. relies on approx. amplitudes
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2210.07846&#34;&gt;
     Catani, Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;22;$\,$
     &lt;/a&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2411.15340&#34;&gt;
     Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;24;$\,$
     &lt;/a&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Theoretical Motivation &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: -4mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for Drell-Yan plus jets (Vjj)
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: 0mm;&#34;&gt;
     &lt;div style=&#34;width: 55%; text-align: left; font-size: 17pt; margin: 0 10px; margin-left: -5mm;&#34;&gt;
          $\;\small\rhd\,$ Limited knowledge at higher loops/points; &lt;br&gt;
          $\;\small\rhd\,$ All amplitudes in the lower triangle contribute  &lt;br&gt; 
          $\;\phantom{\small\rhd}\,$ at a given perturbatifve order; &lt;br&gt; 
          $\;\small\rhd\,$ Pheno can be hindered by complexity of results, &lt;br&gt; 
          $\;\phantom{\small\rhd}\,$ especially if IR cancellations are needed; &lt;br&gt; 
          $\;\small \rhd\,$ E.g. the two-loop amps of [5] were &gt;1GB of files. &lt;br&gt;
          &lt;div style=&#34;margin-top: 3mm&#34;&gt;$\star\,$ Goal: reduce complexity of [5] by manifesting the analytic structure to facilitate future computations&lt;/div&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width: 55%; font-size: 14pt; margin-top: -10mm; margin-left: 0mm; margin-right: -8mm;&#34;&gt;
          &lt;table style=&#34;border-collapse: collapse; text-align: center; margin-top: 1mm; font-size: 14pt;&#34;&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;3&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2023 &lt;a href=&#34;https://arxiv.org/abs/example8&#34;&gt;[6]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;2&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    2007 &lt;a href=&#34;https://arxiv.org/abs/example7&#34;&gt;[4]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2021 &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;1&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1981 &lt;a href=&#34;https://arxiv.org/abs/example6&#34;&gt;[1]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1997 &lt;a href=&#34;https://arxiv.org/abs/example10&#34;&gt;[2]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color:rgb(250, 255, 0); text-align: center;&#34;&gt;
                    2008 &lt;a href=&#34;https://arxiv.org/abs/example11&#34;&gt;[3]&lt;/a&gt;
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;Loops ↑&lt;br&gt;Jets →&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$1$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$2$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$\geq3$&lt;/th&gt;
               &lt;/tr&gt;
          &lt;/table&gt;
          &lt;div style=&#34;margin-top: 5mm; margin-bottom: 2mm; font-size: 12pt;&#34;&gt;
               &lt;span style=&#34;background-color: #90EE90; padding: 5px; margin-right: 10px;&#34;&gt;Analytic&lt;/span&gt;
               &lt;span style=&#34;background-color: rgb(250, 255, 0); padding: 5px; margin-right: 10px;&#34;&gt; Numeric&lt;/span&gt;
               &lt;span style=&#34;background-color: #FFD700; padding: 5px; margin-right: 10px;&#34;&gt;Analytic (LCA)&lt;/span&gt;
               &lt;span style=&#34;background-color: #FF7F7F; padding: 5px; margin-right: 10px;&#34;&gt;Unknown&lt;/span&gt;
          &lt;/div&gt;
          &lt;div style=&#34;width: 105%; margin-left: -2mm;&#34;&gt;
               &lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: -4mm;&#34;&gt;
                    &lt;a href=&#34;https://www.sciencedirect.com/science/article/abs/pii/0550321381901656?via%3Dihub&#34;&gt;[1] Ellis, Ross, Terrano; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34;&gt;[2] Bern, Dixon, Kosower;&lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0803.4180&#34;&gt;[3] BlackHat; &lt;/a&gt;&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34;&gt;OpenLoops; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0711;.4711&#34;&gt;[4] Gehrmann-De Ridder, Gehrmann, Glover, Heinrich; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &lt;/a&gt; 
                    &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34; style=&#34;color:rgb(255, 149, 0);&#34;&gt;+ This work; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2307.15405&#34;&gt;[6] Gehrmann, Jakubčík, Mella, Syrrakos, Tancredi&lt;/a&gt;
               &lt;/div&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 3mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for &lt;span style=&#34;font-size: 15pt&#34;&gt;$pp\rightarrow t\bar tH$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 0mm; margin-left: -4mm;&#34;&gt;
     $\;\small\rhd\,$ one-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; previously not known analytically; &lt;br&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$gg\rightarrow t\bar t H$&lt;/span&gt; known to &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{O}(\epsilon^2)$&lt;/span&gt; in terms of form factors &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -5mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.10015&#34;&gt;
     Buccioni, Kreer, Liu, Tancredi &#39;23
     &lt;/a&gt;
     $\;\small\rhd\,$ two-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; with quark-loop (&lt;span style=&#34;font-size: 15pt&#34;&gt;$n_f$&lt;/span&gt; part), known numerically (&lt;a href=&#34;https://secdec.readthedocs.io/en/stable/&#34; style=&#34;font-variant: small-caps;&#34;&gt;pySecDec&lt;/a&gt;) &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -4mm;&#34; href=&#34;https://arxiv.org/abs/2402.03301&#34;&gt;
     Agarwal, Heinrich, Jones, Kerner, Klein, Lang, Magerya, Olsson &#39;24
     &lt;/a&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt; margin-top: 5mm;&#34;&gt;$pp\rightarrow t\bar tH$&lt;/span&gt; master integrals in LCA
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.08131&#34;&gt;
     Febres Cordero, Figueiredo, Kraus, Page, Reina &#39;23
     &lt;/a&gt;&lt;br&gt;
     $\star\,$ Goal: show how to reconstruct amplitudes in a manifestly spin- and little-group covariant form
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 3mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$pp\rightarrow HHH$&lt;/span&gt; previously unknown analytically, even at leading order (one loop).
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
$$
\displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-18mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-13mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-8mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{A}^{(1)}_R$&lt;/span&gt; to order &lt;span style=&#34;font-size: 15pt&#34;&gt;$\epsilon^2$&lt;/span&gt; is still needed to build &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(2)}$&lt;/span&gt;, but there is no real physical reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
$\circ$ Original computation  &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 18pt&#34;&gt;[1]&lt;/a&gt; was performed with &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; width:75%; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:-4mm; font-size: 11pt;&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; text-align: left; display: inline-block; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
	     $\rightarrow$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.&lt;br&gt;
	     $\rightarrow$ IBP reduction = decomposition on RHS, &lt;span style=&#34;font-size: 16t&#34;&gt;$\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma$&lt;/span&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 6mm;&#34;&gt;
     $\circ$ This computation started from the ancillaries files of &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;[1] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov&lt;/a&gt;
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. Split the 1.4 GB ancillaries into &gt;10k files (via Python script)&lt;br&gt;
	     2. Compile into 18.2 GB of C++ binaries (for reference &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt; compiles into approx. 5 GB) &lt;br&gt;
          3. Obtain &lt;span style=&#34;font-size: 16t&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; evaluations of the form factors (each takes approx. 1 sec per point)&lt;br&gt;
          4. Recombine triplets of form factors into six-point helicity amplitudes (incl. decays)
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\rightarrow$ Assemble 5 helicity amplitudes into 3 categories: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{R}_{\bar qQ\bar QqV}^{\text{NMHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{MHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{NMHV}}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$t\bar{t}H$&lt;/span&gt;, &lt;span style=&#34;font-size: 15pt;&#34;&gt;$HHH$&lt;/span&gt; computed analytically (&lt;span style=&#34;font-variant: small-caps;&#34;&gt;Form&lt;/span&gt; optimized) with unitarity and standard Feynman diagrams &lt;br&gt; $\phantom{\circ}$ techniques, and then cross checked with &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Recola2&lt;/span&gt; and/or &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Open-Loops2&lt;/span&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34; style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: -10mm; float: right; font-align: right;&#34;&gt; Buccioni, Lang, Lindert, Maierhöfer, Pozzorini, Zhang, Zoller&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1711.07388&#34; style=&#34;font-size: 14pt; margin-top: -6mm; margin-bottom: 0mm; float: right; font-align: right;&#34;&gt; Denner, Lang, Uccirati&lt;/a&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;algebraic--geometric-structure&#34;&gt;Algebraic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;based on work with Ben Page in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 17pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2203.04269&lt;/a&gt;&lt;span&gt;
&lt;span style=&#34;font-size: 17pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;(JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see also Sturmfeld et al. &amp;ldquo;Spinor-Helicity Varieties&amp;rdquo;:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 17pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2406.17331&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2406.17331&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Guiding Principles &lt;/b&gt;

&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Amplitude should be gauge and Lorentz invariant, and spin and little-group covariant
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ gauge dependence, e.g. through reference vectors &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ tensor decompositions &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu T^\mu$&lt;/span&gt;, polarizations are needed for simplifications
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu \rightarrow \epsilon_{\alpha\dot\alpha}$, $P^\mu \rightarrow  \lambda_\alpha \tilde\lambda_{\dot\alpha}$&lt;/span&gt;; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\alpha, \dot\alpha$&lt;/span&gt; indices contracted; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\lambda, \tilde\lambda$&lt;/span&gt; random (subject to mom cons)
&lt;/div&gt;

&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The singularity structure should be manifest in $\mathbb{C}$ (exprs will then be better behaved in $\mathbb{R}$ too)
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Rational reparametrisations of the kinematics change the denominator structure
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Forcing unphysical splits misses cancellations (e.g. even and odd separation)
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Chiral cancellations are required to obtain the true Least Common Denominator
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Work off the real slice: &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^\mu \in \mathbb{C}^4$, $\lambda_\alpha \neq \tilde\lambda_{\dot\alpha}^\dagger$&lt;/span&gt;. In practice, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^{\mu=y}\in i\mathbb{Q}\Rightarrow \lambda_{\alpha} \in \mathbb{F}_p \text{ or } \mathbb{Q}_p$&lt;/span&gt;
&lt;/div&gt;

&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Focus only on final physical expressions
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Unphysical intermediate steps may be unnecessarily complicated
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Analytic manipulations at this complexity are unfeasible, even on &#34;physical&#34; results
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Bypass all intermediate steps with numerical evaluations (let cancellations happen numerically!)
&lt;/div&gt;

---
---&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Toy example &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Manifesting amplitude&#39;s gauge and Lorentz invariance, and spin and little-group covariance requires
     &lt;div style=&#34;font-size: 17pt; text-align: center; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
          &lt;u&gt;variables subject to constraints&lt;/u&gt;.
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Consider polynomials &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f, g, h$&lt;/span&gt; in two variables &lt;span style=&#34;font-size: 14pt;&#34;&gt;$x, y$&lt;/span&gt;. They live in a &lt;b&gt;polynomial ring&lt;/b&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y), g(x, y), h(x, y) \in \mathbb{Q}[x, y] \, .
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Now, localize them, e.g. on the unit circle &lt;span style=&#34;font-size: 14pt;&#34;&gt;$(x^2+y^2-1)$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y) \approx g(x, y) + h(x, y) (x^2+y^2-1) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ we should consider &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f(x,y)$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt;&#34;&gt;$g(x, y)$&lt;/span&gt; as equivalent, for any &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x,y)$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The structure is that of a polynomial &lt;b&gt;quotient&lt;/b&gt; ring
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \mathbb{Q}[x, y] \big/ \big\langle x^2+y^2-1 \big\rangle \\[2mm]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ its elements are &lt;b&gt;equivalence classes&lt;/b&gt; of polynomials.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\big\langle x^2+y^2-1 \big\rangle \subset \mathbb{Q}[x, y]$&lt;/span&gt; is an example of an &lt;b&gt;ideal&lt;/b&gt;, the infinite set of polynomials &lt;br&gt; 
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x, y) (x^2+y^2-1)$&lt;/span&gt; that vanishes on the unit circle.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Massless Scattering &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt;&#34;&gt;$n$&lt;/span&gt;-point massless scattering, the quotient ring is
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{n} = \mathbb{F}\Big[|1⟩_{\alpha}, [1|_{\dot\alpha}, \dots, |n⟩_{\alpha}, [n|_{\dot\alpha} \Big] \Big/ \Big\langle {\textstyle \sum_{i=1}^n} |i\rangle[ i | \Big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &#34;unit circle&#34; is now the codimension &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4$&lt;/span&gt; &#34;momentum conservation&#34; &lt;b&gt;variety&lt;/b&gt; within a &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4n$&lt;/span&gt; &lt;br&gt; $\phantom{\circ}$ dimensional space. On this variety we have equivalence relations such as 
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle \langle 1|2+3|1]=\langle 1|-1-4-5|1]=-\langle 1|4+5|1] \quad \text{in} \quad R_5
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The rational functions &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_n$&lt;/span&gt;,
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\mathcal{D}(|i\rangle,[i|)} \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Interesting mathematical observations and open questions: &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_3$&lt;/span&gt; is not an Integral Domain, i.e. it breaks &lt;span style=&#34;font-size: 16pt&#34;&gt;$ab=0 \Rightarrow a = 0 \text{ or } b = 0$&lt;/span&gt; (zero divisors) &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not an Unique Factorization Domain (which is why MHV = anti-MHV) &lt;br&gt;
     $\quad\star$ Conjecture: &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_{n\geq 5}$&lt;/span&gt; is UFD. For instance, this would imply the  denominators &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}$&lt;/span&gt; are unique &lt;br&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: all polynomial rings are UFD, so clearly &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not equivalent to one, e.g. &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}[s,t]$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Choosing the Appropriate Covariant Q-Ring &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow V(\rightarrow \bar\ell\ell)jj$&lt;/span&gt; the space is simpler than that of say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow jjjj$&lt;/span&gt;, we don&#39;t want to use &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_6$&lt;/span&gt;. &lt;br&gt;
     $\phantom{\circ}$ Take the decay current to be &lt;span style=&#34;font-size: 15pt;&#34;&gt;$[5|\gamma^\mu|6\rangle$&lt;/span&gt;, and remove &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p_{V\alpha\dot\alpha}=(5+6)_{\alpha\dot\alpha}$&lt;/span&gt; by mom. cons.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{Vjj} = \mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |3⟩_{\alpha}, [3|_{\dot\alpha},  |4⟩_{\alpha}, [4|_{\dot\alpha}, [5|_{\dot\alpha}, |6⟩_{\alpha} \big] \Big/ \big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ This always holds for the numerator polynomials, and almost always for the denomiantors. &lt;br&gt;
     $\phantom{\circ}$ A denominator does not belong to &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_{Vjj}$&lt;/span&gt; if one manifests &lt;span style=&#34;font-size: 15pt;&#34;&gt;$s_{56}=\langle 56\rangle [65]$&lt;/span&gt;, &lt;br&gt; 
     $\phantom{\circ}$ which we show can always be partial fractioned (the physical pole is &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\sqrt{s_{56}}$&lt;/span&gt;).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 10mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ This approach is very similar to the massless case (just remove variables), &lt;br&gt;
     $\phantom{\circ}$ but does not generalise to cases with multiple massive legs, e.g. with two of them: &lt;br&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p_{V_1} \cdot p_{V_2}$&lt;/span&gt; cannot be eliminated through momentum conservation in favour of massless ones.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Covariant Q-Ring for Massive Processes &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 0mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow HHH$&lt;/span&gt; we use the massive spinor-helicity (or spin-spinor) formalism, &lt;br&gt;
     $\phantom{\circ}$ albeit in a very simplified form since scalars have no states.
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1809.09644&#34; style=&#34;font-size: 14pt; margin-bottom: -6mm; margin-top: -5mm; float: right; font-align: right;&#34;&gt; Shadmi, Weiss &lt;/a&gt; &lt;a href=&#34;https://arxiv.org/abs/1802.06730&#34; style=&#34;font-size: 14pt; margin-bottom: -6mm; margin-top: -5mm;  margin-right: 31mm; float: right; font-align: right;&#34;&gt; Ochirov; &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1709.04891&#34; style=&#34;font-size: 14pt; margin-bottom: -10mm; margin-top: -11mm; margin-right: 0mm; float: right; font-align: right;&#34;&gt; Arkani-Hamed, Huang, Huang;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 6mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{HHH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, \boldsymbol{3}_{\alpha,\dot\alpha}, \boldsymbol{4}_{\alpha,\dot\alpha}, \boldsymbol{5}_{\alpha,\dot\alpha} \big]}{\big\langle |1\rangle[1|+|2\rangle[2| + \boldsymbol{3}_{\alpha,\dot\alpha} + \boldsymbol{4}_{\alpha,\dot\alpha} + \boldsymbol{5}_{\alpha,\dot\alpha}, \;\, \boldsymbol{3}_{\alpha,\dot\alpha} \boldsymbol{3}^{\dot\alpha,\alpha} - \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha}, \;\, \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha}- \boldsymbol{5}_{\alpha,\dot\alpha} \boldsymbol{5}^{\dot\alpha,\alpha} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\boldsymbol{3}_{\alpha,\dot\alpha} \boldsymbol{3}^{\dot\alpha,\alpha} = \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha} = \boldsymbol{5}_{\alpha,\dot\alpha} \boldsymbol{5}^{\dot\alpha,\alpha} = 2 M_h^2$&lt;/span&gt;; &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\boldsymbol{3}_{\alpha,\dot\alpha},\boldsymbol{4}_{\alpha,\dot\alpha},\boldsymbol{5}_{\alpha,\dot\alpha}$&lt;/span&gt; are full-rank (unfactorizable).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ While &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow ttH$&lt;/span&gt; exposes the full complexity, including massive states
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 4mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{ttH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |\boldsymbol{3}^I⟩_{\alpha}, [\boldsymbol{3}^I|_{\dot\alpha}, |\boldsymbol{4}_J⟩_{\alpha}, [\boldsymbol{4}_J|_{\dot\alpha}, \boldsymbol{5}_{\alpha\dot\alpha} \big]}{\big\langle \sum_{i,I,J} |i\rangle[i|, \langle \boldsymbol{3}|\boldsymbol{3}⟩ +[\boldsymbol{3}|\boldsymbol{3}], \langle \boldsymbol{3}|\boldsymbol{3}⟩-\langle \boldsymbol{4}|\boldsymbol{4}⟩, \langle \boldsymbol{4}|\boldsymbol{4}⟩ +[\boldsymbol{4}|\boldsymbol{4}]\big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\langle \boldsymbol{3}^I|\boldsymbol{3}^J⟩=m\epsilon^{JI} \text{ and } [\boldsymbol{3}^I|\boldsymbol{3}^J]=\bar{m}\epsilon^{IJ}$&lt;/span&gt;; we are setting &lt;span style=&#34;font-size: 15pt;&#34;&gt;$m=\bar{m}$&lt;/span&gt; and the tops on-shell.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ It is sometimes useful to map to a set of all massless momenta / spinors (e.g. recycle code),
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1601.08113&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Marzolla&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1605.07402&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Joung, Mkrtchyan;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle 1 \rightarrow 1, 2 \rightarrow 2, \boldsymbol{3} \rightarrow 3+4, \boldsymbol{4} \rightarrow 5+6, \boldsymbol{5} \rightarrow 7+8
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ but if we want neat expressions we must be careful not to overparametrise the space!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Examples of Trees &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ To not make this too abstract, we are after expressions like these, but for the MI coefficients.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$Vjj$&lt;/span&gt; there are 5 amplitudes (showing 3)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 3mm&#34;&gt;
$$ 
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{+}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨46⟩^2}{⟨12⟩⟨23⟩⟨34⟩⟨65⟩} \, , \\[6mm]
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{-}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨13⟩⟨3|1+2|5]^2}{⟨12⟩⟨23⟩[65]⟨1|2+3|4]s_{123}} \; + \; (123456\rightarrow \overline{432165}) \, , \\[6mm]
{A}_q^{(0)}(1^{+}_\bar{q}, 2^{+}_{q&#39;}, 3^{+}_{\bar{q}&#39;}, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = -\frac{[12]⟨46⟩⟨3|1+2|5]}{⟨23⟩[23]⟨56⟩[56]s_{123}}+(123456\rightarrow 156423)\phantom{+}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt; there is only a single amplitude
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
{A}_{ttH}^{(0)}(1^{+}_q, 2^{-}_\bar{q}, 3_t, 4_\bar{t}, 5_H)^I_J = \frac{⟨2|𝟑|1]⟨𝟑^I𝟒_J⟩-[𝟑^I1][1𝟒_J]⟨12⟩}{s_{12}(s_{12𝟑}-m_t²)} + 
(12345\rightarrow\overline{21345},12435,\overline{21435})
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where for clarity I have not suppressed the spin indices. Symmetries are made manifest.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: The amplitude is &lt;b&gt;spin covariant&lt;/b&gt;, just like it is little group covariant! &lt;br&gt;
     $\phantom{\circ} \kern7.2mm$ We need only obtain a single choice, say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$I=J=1$&lt;/span&gt;, the other follows. 
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Spinor Alphabets &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2          mm;&#34;&gt;
     $\circ$ We can always factorize a polynomial into products of irreducible factors, to some powers
&lt;/div&gt;
&lt;div style=&#34;font-size:15pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)} % \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ For the numerators this is generally not particularly useful (when in least common denominator form) &lt;br&gt;
     $\phantom{\circ}$ The denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are conjectured to be (mostly) related to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -10mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Convert your alphabet from independent Mandelstam invariants to redudant spinors brackets
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 2mm;&#34; href=&#34;&#34;&gt;
From work in progress with S. Abreu, X. Liu, P.F. Monni
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;display: flex; align-items: center; justify-content: space-between; font-size: 16pt; margin-top: -8mm;&#34;&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Mandelstam letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12} - s_{123} - s_{345} + s_{45}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$-s_{12} + s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}(s_{123} - s_{56}) - s_{123}(s_{123} + s_{34} - s_{56})$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;
      $\displaystyle\frac{
        s_{12}\left(s_{16}(s_{23} - s_{234})s_{34} + s_{23}^{2}(\cdots) + \cdots\right) + s_{123}(\cdots) + s_{23}(\cdots)
      }{
        \sqrt{(-s_{12} + s_{123} - s_{23})^2\cdots}
      }$
    &lt;/span&gt;&lt;br&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 4%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-size: 20pt;&#34;&gt;$\Rightarrow$&lt;/b&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Spinor letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 1\,2\rangle[1\,2]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,6\rangle[3\,|\,6]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,4]\langle 4\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;div style=&#34;display: flex; align-items: center; justify-content: center; height: 2.8em;&#34;&gt;
      &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\operatorname{tr}_5(2,3,4,5)$&lt;/span&gt;
    &lt;/div&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Factorization and extra chiral cancellations are key for simplification in gauge amplitudes 
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ We can now determine the least common denominators (LCDs),
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \mathcal{D} = \prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|) \, .
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Obtain the &lt;span style=&#34;font-size: 16pt&#34;&gt;$q_{ij}$&lt;/span&gt; from a univariate slice  &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt;, i.e. a 1D curve.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ The curve must intersect all varieties &lt;span style=&#34;font-size: 16pt&#34;&gt;$V(\langle \mathcal{D}_j \rangle)$&lt;/span&gt;, e.g.
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle |i\rangle \rightarrow |i\rangle + t a_i |\eta\rangle, [i| \rightarrow [i| + t b_i [\eta|
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Solve for &lt;span style=&#34;font-size: 16pt&#34;&gt;$a_i, b_i$&lt;/span&gt; such that constraints are satisfied.
          &lt;/div&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Open-source implementation in &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; 
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt; 
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;Particles.univariate_slice&lt;/code&gt; or 
               &lt;code style=&#34;font-size: 15pt;&#34;&gt;Ring.univariate_slice&lt;/code&gt; &lt;br&gt;
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;num_func.get_lcd(slice_fp, verbose=True)&lt;/code&gt;
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $4n-4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4n-5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;LCDs or Kinematic Poles&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The irreducible denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j \text{ for } Vjj$&lt;/span&gt; (modding out by permutation orbits) read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \mathcal{D}_{Vjj} \subset \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, \underbrace{⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2]}_{\normalsize\text{only new one at two loops!}} \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$t\bar{t}H$&lt;/span&gt;, they read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \kern-10mm \mathcal{D}_{ttH} = \big\{ \langle 12 \rangle, [12], s_{123}, \dots, (s_{123}-m^2), \langle 1|\boldsymbol{3}|1], \dots, \\[2mm] 
     \kern30mm \langle 1|\boldsymbol{3}|\boldsymbol{4}| 2 \rangle, \dots, \langle 1|\boldsymbol{3}|1+2|\boldsymbol{4}| 2], \dots, \Delta_{12|34|5}, \dots \Delta_{12|3|4|5} \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ note that there is no dependence on the top states (this looks like 3 massive scalars).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$HHH$&lt;/span&gt;, they are
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \small
     \begin{gathered}
     \mathcal{D}_{HHH} = \big\{ 
          ⟨1|2⟩, [1|2], ⟨2|𝟓|1], ⟨2|𝟒|1], ⟨2|𝟑|1], ⟨1|𝟑|2], [1|𝟑|𝟓|1], ⟨1|𝟑|𝟓|1⟩, ⟨1|𝟓|𝟒|2⟩, [2|𝟒|𝟓|1], Δ_{12|𝟑|𝟒|𝟓}, \\
          ⟨2|𝟑|𝟒|𝟓|1], ⟨1|𝟓|𝟒|𝟑|2], ⟨1|2⟩[1|2]⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2, \\
          ⟨1|𝟑|2]⟨2|𝟒|𝟓|1⟩[1|𝟑|2⟩[2|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2
     \big\}
     \end{gathered}
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Challenge: in LCD form the numerators are intractably complicated. &lt;br&gt;
     $\phantom{\circ}\,$ For &lt;span style=&#34;font-size: 15pt&#34;&gt;$Vjj$&lt;/span&gt; the most complicated &lt;span style=&#34;font-size: 14pt&#34;&gt;$\bar{q}^+g^-g^+q^-$&lt;/span&gt; function had a mass dimension (&lt;span style=&#34;font-size: 13pt&#34;&gt;$\approx$&lt;/span&gt; poly. degree) of 114, &lt;br&gt;
     $\phantom{\circ}\,$ and little group weights &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{3, -12, 12, -3, -1, 1\}$&lt;/span&gt;.  The ansatz size is approx. 25M. &lt;br&gt;
     $\phantom{\circ}\,$ Note how different from zero the little group weights are, chiral invariants are important!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Basis Change from Laurent Coefficients &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{i&#39;j}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:900px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     [&lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;6&lt;/a&gt;] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space (abusing notation for &lt;i&gt;residue&lt;/i&gt;):
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm; margin-left: -2mm; margin-right: -3mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible (while not dropping rank)
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; &lt;span style=&#34;font-size: 27pt;&#34;&gt;$p$&lt;/span&gt;-adic numbers &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ You may be familiar with finite field (integers modulo a prime)
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -4mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/1406.4513&#34;&gt; von Manteuffel, Schabinger `14&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/1608.01902&#34;&gt; Peraro `16&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{F}_p : a \in \{0, \dots, p -1\} \; \text{ with } \; \{+, -, \times, \div\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Limits (and calculus) are not well defined in $\mathbb{F}_p$. We can make things zero, but not small:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle |a|_0 = 0 \; \text{if} \; a = 0 \; \text{else} \; 1 \quad \text{a.k.a. the trivial absolute value.}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ There exists just one more absolute value on the rationals, the &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic absolute value.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://en.wikipedia.org/wiki/Ostrowski%27s_theorem&gt;
   Ostrowski&#39;s theorem 1916
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Let&#39;s start from &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic integers, instead of working modulo &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;, expand in powers of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{Z}_p : a_0 p^0 + a_1 p^1 + a_2 p^2 + \dots + \mathcal{O}(p^n)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ In some sense we are correcting the finite field result with more (subleading) information.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic numbers &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathbb{Q}_p$&lt;/span&gt; allow for negative powers of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;, (would be division by zero in $\mathbb{F}_p$!)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{Q}_p : a_{-\nu} p^{-\nu} + \dots + a_0 + a_1 p^1 + \dots + \mathcal{O}(p^n)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page `22
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic absolute value is defined as &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|a|_p = p^\nu$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Think of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt; as a small quantity, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon$&lt;/span&gt;, (by &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|\,|_p$&lt;/span&gt;) even if it is a large prime (by the real abs. &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|\,|_\infty$&lt;/span&gt;).
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Laurent Series or p(z)-adic expansion &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ With &lt;span style=&#34;font-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic numbers this would be straight forward, set &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j\propto p$&lt;/span&gt; and evaluate the function
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i\in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{p^m} + \mathcal{O}(p^0) \text{ is a number in } \mathbb{Q}_p
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ See &lt;code style=&#34;font-size: 14pt;&#34;&gt;Particles._singular_variety&lt;/code&gt; or &lt;code style=&#34;font-size: 14pt;&#34;&gt;Ideal.point_on_variety&lt;/code&gt; to generate the configuration
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ We can&#39;t do this with only finite fields. Instead, build Laurent expansions around $t_{\mathcal{D}_k}$ &lt;span style=&#34;font-size: 12pt&#34;&gt; (use more slices) &lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ What if the letter does not have a factor linear in &lt;span style=&#34;font-size: 15pt&#34;&gt;$t$&lt;/span&gt;? E.g.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{c^k_{im} t + d^k_{im}}{(t^2+a_kt+b_k)^m} + \mathcal{O}((t^2+a_kt+b_k)^0)
     $$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: 2mm;&#34; href=https://arxiv.org/abs/2304.14336 &gt;
see also Fontana, Peraro (&#39;23)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ From these coefficients, build null spaces used in the search for simple functions
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))_{ij} \text{ from } \text{ rref }  (d^k_{m})_{i,\text{slice}_j}
     $$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Quotient Rings &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Helicity amplitudes are Lorentz invariant: minimal ansätze are build in the invariant sub-rings.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ General construction for Lorentz-Invariant sub-rings through elimination theory
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Build a ring with both covariant and invariant variables
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathbb{F}\big[ |i\rangle, [i|, \langle i j\rangle , [ij] \big]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Define relations among variables (on top of existing constraints)
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\big\{ \langle ij \rangle - \epsilon^{\beta\alpha} \lambda_{i\alpha}  \lambda_{j, \beta}, [ij] - \tilde\lambda_{i\dot\alpha} \epsilon^{\dot\alpha\dot\beta} \tilde\lambda_{j, \dot\beta} \big\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Compute a lexicographical Groebner basis with invariants &gt; covariants
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We obtain the following invariant rings
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{Vjj} = \frac{\mathbb{F}\big[ \langle ij\rangle : \, 1\leq i&lt; j\leq 6, i,j \neq 5, \; [ij] : 1\leq i&lt; j\leq 5 \big]}{\big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle, 34 \text{ Schouten identities} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{ttH} = \mathbb{F}\big[ \underbrace{\langle 12\rangle, \langle \boldsymbol{3}1\rangle ... ⟨2|\boldsymbol{3}|2] ... ⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩}_{37\; \text{invariants}}
 \big]\Big/ \big\langle \underbrace{⟨2|\boldsymbol{3}|2]⟨2|\boldsymbol{4}|1]-⟨2|\boldsymbol{3}|1]⟨2|\boldsymbol{4}|2]-[1|2]⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩, ...}_{\text{more than} \; 90 \; \text{generators}} \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ while &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_{HHH}$&lt;/span&gt; has 20 invariants, subject to 122 constraints.
&lt;/div&gt;
&lt;hr&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Rings in Mathematics Literature &lt;/b&gt;

&lt;p style=&#34;margin-top: -6mm; margin-bottom: 2mm; font-size: 15pt;&#34;&gt;
(taking some quotes from &lt;a href=https://arxiv.org/abs/2509.14350&gt;arXiv:2509.14350&lt;/a&gt;, &lt;i&gt;“Some remarks on invariants”&lt;/i&gt;)
&lt;/p&gt;

&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The authors of &lt;a href=https://arxiv.org/abs/2509.14350&gt;arXiv:2509.14350&lt;/a&gt; seem to tackle a very similar problem for
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\quad\small\rhd\,$ &lt;i&gt; “[...] finding possible terms in an action, or many other applications.” &lt;/i&gt; &lt;br&gt;
$\quad\small\rhd\,$ They say &lt;i&gt; “[...] the awareness in the physics community of the possible structures of the rings
of invariants thus arising is rather low, to our knowledge. In particular, the possibility of having relations among invariants has received very little attention in physics.” &lt;/i&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\phantom{\circ}\,$ The key concept is that the ring we consider are &lt;b&gt;&lt;i&gt;not freely generated&lt;/i&gt;&lt;/b&gt;.
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 5mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ With Ben in &lt;a href=https://arxiv.org/abs/2203.04269&gt;arXiv:2203.04269&lt;/a&gt; we showed that these rings are “Cohen–Macaulay” (CM)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\quad\small\rhd\,$ Follows from quotienting a polynomial ring by a maximal-codimension ideal &lt;br&gt;
$\quad\small\rhd\,$ Implies e.g. that symbolic powers of max-codim ideals match normal powers &lt;br&gt;
$\phantom{\quad\small\rhd\,}$ that all max-codim ideals are equi-dimensional &lt;br&gt;
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The authors of &lt;a href=https://arxiv.org/abs/2509.14350&gt;arXiv:2509.14350&lt;/a&gt; state that invariant rings are “Gorenstein”, which implies CM
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 0mm; &#34;&gt;
$\quad\small\rhd\,$ &lt;i&gt; “all rings of the type we are discussing are Gorenstein” &lt;/i&gt; &lt;br&gt;
$\quad\small\rhd\,$ &lt;i&gt; “Gorenstein is for rings what Calabi–Yau is for manifolds; 
the spaces of invariants are in fact (non-compact) Calabi-Yau varieties” &lt;/i&gt; $-$ Connection to Feynman integral literature?
&lt;/div&gt;

&lt;div style=&#34;font-size: 16pt; padding: 10px; display: inline-block; margin-top: -4mm;&#34;&gt;
    &lt;u&gt; What futher practical information can we learn from the mathematics literature? &lt;/u&gt;
&lt;/div&gt;

---
---&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form (massless case)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly} = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: 12pt;&#34;&gt; (coming soon) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Preview of Linac &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     work in collaboration with Jack Franklin, to appear
     &lt;/p&gt;
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;cuda_row_reduce(A, field_characteristic=primes[0], verbose=False)  # A is a 2D numpy.ndarray
&lt;/code&gt;&lt;/pre&gt;
&lt;img src=&#34;cubic_fit.png&#34; style=&#34;max-width:500px; float:center; border:none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Performance on a laptop GPU of approx. 60 CPU cores &lt;br&gt;
     $\circ\,$ Performance on a workstation GPU of approx. 600 CPU cores &lt;br&gt;
     $\circ\,$ Tested on systems up to 100k equations and unknowns (takes 45 minutes).
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Reconstruction from Conjectured Properties &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (for planar five-point one-mass amplitudes - all properties checked a posteriori)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Denominator pairs &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;cleanly separated&lt;/i&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \frac{\mathcal{N}_i}{\mathcal{D}_i^{q_i}\mathcal{D}_{\text{rest}}} + \frac{\mathcal{N}_j}{\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Examples of &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; are:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ Any pairs of &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{ijk}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}$&lt;/span&gt; or &lt;span style=&#34;font-size: 16pt&#34;&gt;$\langle i|j|p_V|k|i]-\langle j|l|p_V|k|j]$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Any conjugate pair &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j+k|l], \langle l|j+k|i]\}$&lt;/span&gt; or cyclic &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j\rangle, [i|j]\}$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Pairs of the form &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\Delta_{ij|kl|mn}, \langle c|a+b|d] \text{ or } \langle ab \rangle \text{ or } [ab] \}$&lt;/span&gt; unless &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ab\}$&lt;/span&gt; are &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ij\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{kl\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{mn\}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Other denominator pairs &lt;span style=&#34;font-size: 15pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;separated to order $\kappa$&lt;/i&gt; 
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \sum_{\kappa - q_j\leq m \leq q_i}\frac{\mathcal{N}_i}{\mathcal{D}_i^{m}\mathcal{D}_j^{\kappa - m}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ E.g. &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}^4, \langle i|k+l|j]^5$&lt;/span&gt; are separable to order 5.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Reconstruction only required 50k &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples $\;{\color{greeN} ✓}$Already simpler than original ones (&lt;span style=&#34;font-size: 14pt&#34;&gt;$\sim$&lt;/span&gt;20MB) &lt;br&gt;
     $\;{\color{red} ✗}$ Results are unstable and sub-optimal, e.g. numbers like this appeared
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt&#34;&gt;127187555379407704220939486282289348327703498501718808908391691454242601886997968263623652083189652150273&lt;/span&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 26pt&#34;&gt; $Vjj$ &lt;/b&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Start from the function
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}}{⟨14⟩^2[14]^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2Δ_{14|23|56}^4}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$  The numerator Ansatz has size 104$\,$128
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Clean up the &lt;span style=&#34;font-size: 14pt&#34;&gt;$Δ_{14|23|56}$&lt;/span&gt; Gram residue
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}_1}{⟨14⟩^2[14]^2s_{56}⟨2|1\!+\!4|3]^4Δ_{14|23|56}^4 \,} + \frac{\mathcal{N}^{\text{ex}}_2}{⟨14⟩^2[14]^2s_{56}⟨2|1+4|3]^4⟨1|2\!+\!4|3]^2⟨2|1\!+\!3|4]^2}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Split &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{14}$&lt;/span&gt; and impose symmetry
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} =
  \frac{\mathcal{N}^{\text{ex}}_{3}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^4Δ_{14|23|56}^4}
  + \frac{\mathcal{N}^{\text{ex}}_{4}}{⟨14⟩^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Impose degree bound on poles at codimension two
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = 
  \sum_{k=0}^3 \frac{\mathcal{N}^{\text{ex}}_{5,k}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^{1+k} Δ_{14|23|56}^{4-k}}
    + \frac{\mathcal{N}^{\text{ex}}_6}{⟨14⟩^2 s_{56}⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     The Ansatz now has size 13$\,$532, almost a factor of 10 simpler.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ We want a mathematically rigorous answer to the question
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ without knowing &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; analytically. The complexity should not depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; (besided numerical evaluations). &lt;br&gt;
     $\phantom{\circ}$ The complexity will depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}_1, \mathcal{D}_2$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\langle xy^2 + y^3 - z^2 \rangle + \langle x^3 + y^3 - z^2 \rangle = \langle xy^2 + y^3 - z^2, x^3 + y^3 - z^2 \rangle = \langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ This is a primary decomposition. If &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches, than the partial fraction decomposition exists.
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -21mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -11mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2506.08452&gt;
   Xia, Yang (&#39;25)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Iteratively reconstruct a residues at a time using &lt;span style=&#34;text-size: 13pt&#34;&gt;$p$&lt;/span&gt;-adic numbers to get &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples for the residues
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4{\color{blue}(s_{24}-s_{13})}⟨6|1+4|5]s_{123}{\color{green}(s_{124}-s_{134})}}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} +  &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ We get more than just partial fraction decomposition, we can identify numerator insertions from e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle {\color{green}(s_{124}-s_{134})}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], {\color{blue}(s_{13}-s_{24})}\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Interesting and non-trivial bevhavior also at 5-point 3-mass
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\def\spaa#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spbb#1.#2.#3{[\mskip-1mu{#1}
                  | #2 | {#3}\mskip-1mu]}
\def\spab#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu]}
\def\spba#1.#2.#3{[\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spaba#1.#2.#3.#4{\langle\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu\rangle}
\def\spbab#1.#2.#3.#4{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu]}
\def\spabab#1.#2.#3.#4.#5{\langle\mskip-1mu{#1}
                  | #2 | #3 | {#4}| {#5} \mskip-1mu]}
\def\spbaba#1.#2.#3.#4.#5{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}| {#5}\mskip-1mu\rangle}
\def\tr#1.#2{\text{tr}(#1|#2)}
\def\qb{\bar{q}}
\def\Qb{\bar{Q}}
\def\cA{{\cal A}}
\def\slsh{\rlap{$\;\!\!\not$}}     \def\three{{\bf 3}}
\def\four{{\bf 4}}
\def\five{{\bf 5}}
\begin{align}\label{eq:decomp_spaba1351_spbab2542}
\big\langle \spaba1.\three.\five.1,\, \spbab2.\five.\four.2 \big\rangle = \; &amp;\big\langle \,  \spab1.\three.2,\, \spab1.\four.2,\, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2
\, \big\rangle\; \cap \\
&amp;\big\langle \, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2, |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \, \big\rangle \;, \nonumber
\end{align} \\
\text{because: } |\five|2]\spaba1.\three.\five.1[2| + |1\rangle\spbab2.\five.\four.2\langle1|\five| = \spab1.\five.2 \Big( |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \Big) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ or between the triangle and box Grams
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{gather}\label{eq:decomp_delta12_34_5_and_delta_12_3_4_5}
  \big\langle \Delta_{12|34|5},\,\Delta_{12|3|4|5} \big\rangle =
  \big\langle
  s_{34},\, \tr1+2.{\three+\four}^2
  \big\rangle \cap
  \big\langle
  \Delta_{12|34|5},\, \tr1+2.{\three-\four}^2 
  \big\rangle \, .
\end{gather}
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction (another example) &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Example from triple-Higgs
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: 3mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4}= \frac{\mathcal{N} \leftarrow 2794 \text{ free parameters }}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]Δ_{12|𝟑|𝟒|𝟓}}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 8mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We can prove &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1]$&lt;/span&gt; can be separated, their primary decomposition reads
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 3mm; margin-bottom: 4mm&#34;&gt;
$$ 
\big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1] \big\rangle = \big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1], \text{tr}_5 \big\rangle \cap \big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1], s_{2𝟑}, s_{1𝟓} \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Generate two phase space points, one for each branch, and verify the numerator vanishes.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 8mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Similarly, with four evaluations we can prove &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2], Δ_{12|𝟑|𝟒|𝟓}$&lt;/span&gt; can be separated,
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 3mm; margin-bottom: 4mm&#34;&gt;
$$ 
\big\langle ⟨1|𝟓|𝟒|𝟑|2] , \, Δ_{12|𝟑|𝟒|𝟓} \big\rangle= \big\langle M_H, \; 𝟓_{\alpha\dot\alpha}𝟒^{\dot\alpha\beta} \big\rangle \cap \big\langle M_H, \; 𝟒^{\dot\alpha\alpha}𝟑_{\alpha\dot\beta} \big\rangle \cap \big\langle \langle 1 | 𝟑 | 2], \; \langle 1 | 𝟒 | 2], \; \langle 1 | 𝟑 | 𝟒 | 1 \rangle, [2 | 𝟑 | 𝟒 | 2] \big\rangle \cap \big\langle ??? \big\rangle
$$
&lt;/div&gt;&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Although we don&#39;t have a complete set of generators for the last branch, we can still sample it.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Fit &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2]$&lt;/span&gt; residue by sampling in limit &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2] \rightarrow 0$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: 10mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4} = \frac{\mathcal{N} \leftarrow 112 \text{ free parameters }}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]} + \mathcal{O}(⟨1|𝟓|𝟒|𝟑|2]^0)
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Challenges &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Can we get an IBP reduction to work stably in singular limits with p-adics?
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Alternatively, can we do the same with slicing over finite fields? Working on a bivariate slice approach.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Ideal intersection can be highly non-trivial (lcm product):
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\mathcal{N} \in \langle q_1, q_2 \rangle \cap \langle q_3, q_4 \rangle \stackrel{?}{=} \langle q_1q_3, q_1q_4, q_2q_3, q_2 q_4\rangle 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Unfortunately not always. This is called a &lt;i&gt;complete intersection&lt;/i&gt; when it holds.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Therefore, either: 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ we compute the intersection explicitly (can be prohibitively hard)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ or we have to make a choice of which constrain we manifest
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Tentative solution with the bivariate slice approach.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Computing primary decompositions with these many variables is hard, Singular can&#39;t do it on its own.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Article with a Edinburgh masters&#39; student (D. Tai) to appear.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Even constructing the ansatz requires a GBasis, which in some cases Singular doesn&#39;t easily give.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ And of course computing the reduction to MIs of the amplitude is not easy in the first place.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Core Tools - Fully Open Source &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For fleshed out examples see e.g. &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22)&lt;/a&gt; or &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;Appendix B of 2504.19909&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     Install from github (&lt;code style=&#34;font-size:14pt;&#34;&gt;git clone&lt;/code&gt;) or PyPI (&lt;code style=&#34;font-size:14pt;&#34;&gt;pip install&lt;/code&gt;); use of Jupyter is recommended.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;pyadic&lt;/a&gt;&lt;br&gt;
     $\quad\rightarrow$ Finite field $\mathbb{F}_p$ and $p$-adic $\mathbb{Q}_p$ number types, including field extensions &lt;br&gt;
     $\quad\rightarrow$ rational number reconstruction (Wang&#39;s EEA, LGRR, MQRR) &lt;br&gt;
     $\quad\rightarrow$ univariate and multivariante Newthon &amp; univariate Thiele interpolation algorithms in $\mathbb{F}_p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; (in the backhand &lt;a href=&#34;https://www.singular.uni-kl.de/index.php.html&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;Singular&lt;/a&gt;  is used for many operations)&lt;br&gt;
     $\quad\rightarrow$ object-oriented algebraic geometry (Field, Ring, Quotient Ring, Ideal) &lt;br&gt;
     $\quad\rightarrow$ ring-agnostic monomials and polynomials (with support for unicode characters, e.g. spinor brackets)&lt;br&gt;
     $\quad\rightarrow$ multivariate solver (Ideal.point_on_variety), under- and over-constrained systems OK &lt;br&gt;
     $\quad\rightarrow$ a semi-numerical prime and primary ideal test (assumes equi-dimensionality of ideal)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt; (Lorentz invariant phase space)&lt;br&gt;
     $\quad\rightarrow$ phase space points over any field ($\mathbb{Q}, \mathbb{Q}[i], \mathbb{R}, \mathbb{C}, \mathbb{Q}_p, \mathbb{F}_p$), including internal and external masses &lt;br&gt;
     $\quad\rightarrow$ evaluate any Mandelstam or spinor expression (custom ast/regex parser) &lt;br&gt;
     $\quad\rightarrow$ generation of any special kinematic configuration (wrapper around Ideal.point_on_variety)
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;br-conclusions-br--br-outlook&#34;&gt;&lt;br&gt; Conclusions &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Amplitudes Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; coefficient functions are now 1.9 MB (down from 1.4 GB), fast and stable. &lt;br&gt;
     $\phantom{\circ}$ Matrices &lt;span style=&#34;font-size: 15pt;&#34;&gt;$M_{ij}$&lt;/span&gt; account for another 2 MB overall. Transcendental basis at &lt;a href=&#34;https://gitlab.com/pentagon-functions/PentagonFunctions-cpp&#34;&gt;PentagonFunctions++&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_b_b.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_b_b.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: 11pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
Courtesy of V. Sotnikov, &lt;br&gt;see also Mazzitelli, Sotnikov, Wiesemann (&#39;24)
&lt;/a&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: -2mm;&#34;&gt;
     $\quad\small\rhd$ The complexity split is: quarks NMHV: 100 KB, gluons MHV: 200 KB, gluons NMHV: 1.6 MB.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\quad\small\rhd$ The largest numbers are: quarks NMHV and gluons MHV: 3-digit, gluons NMHV: 12 digits.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\quad\small\rhd$ Pheno ready results for the hard functions are available at &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34;&gt;FivePointAmplitudes&lt;/a&gt;.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Amplitudes at &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results&#34;&gt;antares-results&lt;/a&gt;, with &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/index.html&#34;&gt;human readable expr.&lt;/a&gt;, and &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for full amplitude in real kinematics
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$t\bar{t}H$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt&#34;&gt;$HHH$&lt;/span&gt;, efficient Fortran implementation of the analytic expressions in &lt;a href=&#34;https://mcfm.fnal.gov/&#34;&gt;MCFM&lt;/a&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1909.09117&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Neumann&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1503.06182&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Ellis, Giele;&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1105.0020&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Ellis, Williams;&lt;/a&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; A Numerical CAS for Computations in Q-Rings &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (partially work in progress)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt; (automated numerical to analytical reconstruction software) &lt;br&gt;
     $\rightarrow$ Univariate slicing, LCD determination, basis change, multivariate partial fractioning strategies, &lt;br&gt;
     $\phantom{\rightarrow}$ constraining of numerators, Ansatz generation and fitting strategies &lt;br&gt;
     $\rightarrow$ Limit analytic manipulations as much as possible, mostly relies on numerical evaluations.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares-results&lt;/a&gt; (human readable exprs in &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/&#34;&gt;docs&lt;/a&gt;) with &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for coefficients and/or full amplitudes
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;antares-results-transparent-combined-v2.png&#34; 
          style=&#34;width: 100%; max-width: 850px; float: left; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!--- 
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;edmonton.jpg&#34;
  &gt;
 ---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
        &lt;a href=&#34;https://en.wikipedia.org/wiki/Markdown&#34;&gt;markdown&lt;/a&gt;, 
        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
        &lt;a href=&#34;https://gohugo.io/&#34;&gt;hugo&lt;/a&gt;, 
        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Backup slides. &lt;/b&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Effective Pentagons (another non UFD example)&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ As mentioned, pentagons can be reduced to a combination of boxes,
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
\def\mt{m}
\def\mh{M_H}
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\begin{eqnarray}
  &amp;&amp;E_0(p_1,p_2,p_3,p_4;\mt)=
  c^{(1)} D_0(p_2,p_3,p_4;\mt)
  +c^{(2)} D_0(p_{12},p_3,p_4;\mt) \\
  &amp;+&amp;c^{(3)} D_0(p_1,p_{23},p_4;\mt)
  +c^{(4)} D_0(p_1,p_2,p_{34};\mt)
  +c^{(5)} D_0(p_1,p_2,p_3;\mt)\, .
\end{eqnarray}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We find it useful to write the box coefficients in terms of effective pentagons &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; and boxes &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat d$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
d^{h_1h_2}_{p_a\times p_b \times p_c } =  \sum_{i=\{i_1,i_2\}} c^{(i)} \hat e_{p_x \times p_y \times p_z \times p_w}+ \hat d^{h_1h_2}_{p_a\times p_b \times p_c }
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where the sum involves the two pentagons that pinch to the given box.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The coefficients &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat d$&lt;/span&gt; are not uniquely defined, but &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; has the property of capturing &lt;br&gt;
     $\phantom{\circ}$ the residue of the poles that mix top-mass and kinematic dependence. &lt;br&gt;
     $\phantom{\circ}$ The non-uniqueness comes from, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
⟨1|2⟩[1|2]⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2=0
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example of Code Syntax for Codim-2 Limit&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ This is just a couple of pip install&#39;s aways
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;field = Field(&#34;padic&#34;, 2 ** 31 - 1, 5)
oPs8pt = Particles(8, field=field, seed=0)
oPs8pt._singular_variety((&#34;s_34-s_56&#34;, &#34;s_56-s_78&#34;, &#39;⟨1|7+8|5+6|3+4|2]&#39;, &#39;⟨2|3+4|5+6|7+8|1]&#39;),
                         (field.digits, field.digits, 1, 1), seed=0,
                         generators=(&#39;s_34-s_56&#39;, &#39;s_56-s_78&#39;, &#39;⟨1|7+8|5+6|3+4|2]&#39;, 
                                     &#39;⟨2|3+4|5+6|7+8|1]&#39;, &#39;tr5(1|2|3+4|5+6)&#39;))
oPs8pt.m_t = field.random()
oPs8pt.m_h = &#34;sqrt(s_34)&#34;
oPs5pt = oPs.cluster([[1, ], [2, ], [3, 4], [5, 6], [7, 8]])
&lt;p&gt;from antares_results.HHH.ggHHH.pp import coeffs as coeffs_pp
coeffs_pp[&amp;rsquo;d_12x3x4&amp;rsquo;](oPsC)
&lt;/code&gt;&lt;/pre&gt;&lt;/p&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt&#34;&gt;130808068*2147483647^-1 + 687356881 + 792807618*2147483647 + 696603492*2147483647^2 + O(2147483647^3)
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     The denominator goes like &lt;span style=&#34;font-size: 13pt&#34;&gt;$p^2$&lt;/span&gt;, but the coefficient goes like &lt;span style=&#34;font-size: 13pt&#34;&gt;$p^{-1} \Rightarrow$&lt;/span&gt; the numerator vanishes linearly.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The output is a &lt;span style=&#34;font-size: 15pt&#34;&gt;$p$&lt;/span&gt;-adic number, i.e. a Laurent series in powers of the prime.&lt;br&gt; 
     $\phantom{\circ}$ With finite fields we cannot do this (with just one evaluation)! It would be dividing by zero.
&lt;/div&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title></title>
      <link>https://gdelaurentis.github.io/slides/universe&#43;oct2025/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/universe&#43;oct2025/</guid>
      <description>
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;particle_tracks.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm; margin-left: -10mm; margin-right: -10mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm; font-size: 28pt; text-transform: none;&#34;&gt;
	   Analytic Reconstruction and Algebro-Geometric Structures in QCD: Two-Loop &lt;span style=&#34;font-size: 24pt;&#34;&gt;$\boldsymbol{pp \to Vjj}$&lt;/span&gt; &amp; &lt;br&gt; One-Loop &lt;span style=&#34;font-size: 24pt;&#34;&gt;$\boldsymbol{pp \rightarrow t\bar{t}H}$&lt;/span&gt; &amp; &lt;span style=&#34;font-size: 24pt;&#34;&gt;$\boldsymbol{HHH}$&lt;/span&gt;
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:8mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; University of Edinburgh &lt;/div&gt;
&lt;br&gt;
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34;&gt;arXiv:2503.10595&lt;/a&gt; / &lt;a href=&#34;https://doi.org/10.1007/JHEP06(2025)093&#34;&gt;JHEP06(2025)093&lt;/a&gt; &lt;div style=&#34;font-size: 15pt; margin-bottom:5mm;&#34;&gt; with H. Ita, B. Page and V. Sotnikov &lt;/div&gt;
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;arXiv:2504.19909&lt;/a&gt; /
&lt;a href=&#34;https://link.springer.com/article/10.1007/JHEP07(2025)147&#34;&gt;JHEP07(2025)147&lt;/a&gt; &lt;br&gt; 
&lt;span style=&#34;font-size: 14pt;&#34;&gt;$gg\rightarrow HHH$&lt;/span&gt;: &lt;a href=&#34;https://arxiv.org/pdf/2507.19313&#34;&gt;arXiv:2507.19313&lt;/a&gt; &lt;br&gt;
&lt;div style=&#34;font-size: large;&#34;&gt; with J. Campbell and K. Ellis &lt;/div&gt;
&lt;p&gt;Universe+ Seminar&lt;/p&gt;
&lt;div style=&#34;font-size: large; margin-top:-5mm; margin-bottom:5mm&#34;&gt; Online &lt;/div&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;UniEdinburghLogo-transparent.png&#34;; style=&#34;max-width:120px;float:center;border:none;margin-bottom:5mm;&#34;&gt; 
&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;span style=&#34;font-size: 11pt; margin-top: 10mm;&#34;&gt;Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/Universe+Oct2025/#/&#34;&gt;gdelaurentis.github.io/slides/SDUOct2 025&lt;/a&gt; &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;Phenomenological Motivation&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 4mm; margin-top: 0mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; (a.k.a. &lt;span style=&#34;font-size: 16pt&#34;&gt;$e^+e^-\rightarrow V \rightarrow 4j$&lt;/span&gt;) is central to EW precision measurements
&lt;/div&gt;
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          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent.png&#34;
               style=&#34;max-width: 550px; opacity: 1; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Fragment 1: faded image and content --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34; 
          style=&#34;position: absolute; top: 0; left: 0; z-index: 0; margin-top: 4mm;&#34;&gt;
          &lt;img src=&#34;ATLAS-XSections-transparent-Vnj.png&#34;
               style=&#34;max-width: 550px; opacity: 0.10; border: none; margin: 0;&#34; /&gt;
     &lt;/div&gt;
     &lt;!-- Main text container (shown at same time as faded background) --&gt;
     &lt;div class=&#34;fragment visible&#34; data-fragment-index=&#34;1&#34;
          style=&#34;position: relative; z-index: 1; margin-left: 15%; padding: 10px;&#34;&gt;
          &lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm; margin-top: -5mm;&#34;&gt;
          $\rightarrow\,$ Theoretical uncertainties are already larger than experimental ones,
          &lt;img src=&#34;cross-sections-transposed-transparent-v2.png&#34;
               style=&#34;max-width:600px; border:none; margin-left:20mm; margin-top: 2mm;&#34; /&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm;&#34; href=&#34;https://inspirehep.net/literature/2808096&#34;&gt;
          ATLAS Collab. &#39;24
          &lt;/a&gt;
          &lt;/div&gt;
          &lt;div style=&#34;clear: both; text-align: left; font-size: 18pt; margin-top: -10mm;&#34;&gt;
          $\rightarrow\,$ NNLO is essential for agreement with experiment,
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
          Mazzitelli, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Sotnikov, &lt;div style=&#34;height: -10mm; margin-top: -1mm; margin-bottom: -1mm;&#34;&gt;&lt;/div&gt; Wiesemann &#39;24
          &lt;/a&gt;
          &lt;img src=&#34;Z1jSotnikov-transparent-v2.png&#34;
               style=&#34;max-width:500px; border:none; margin-left:24mm; margin-top: 0mm;&#34; /&gt;
          &lt;div style=&#34;text-align: right; font-size: 18pt; margin-top: -5mm; margin-bottom: 0mm; margin-left: -22mm;&#34;&gt;
          Other studies at NNLO only for &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q&#39;\rightarrow Wb\bar b$&lt;/span&gt;, e.g. no &lt;span style=&#34;font-size: 15pt&#34;&gt;$gg\rightarrow Wq\bar q&#39;$&lt;/span&gt; despite available amps
          &lt;/div&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2212.04954&#34;&gt;
          $\,$Buonocore, Devoto, Kallweit, Mazzitelli, Rottoli, Savoini &#39;22;
          &lt;/a&gt;
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2205.01687&#34;&gt;
          Hartanto, Poncelet, Popescu, Zoia &#39;22;$\,$
          &lt;/a&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div class=&#34;fragment&#34; data-fragment-index=&#34;1&#34;
     style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: -8mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$pp\rightarrow t\bar{t}H$&lt;/span&gt; of interest primarily for direct access to top Yukawa &lt;span style=&#34;font-size: 16pt&#34;&gt;$y_t$&lt;/span&gt; (but also CP, EFTs, 2HDM, etc.) &lt;br&gt;
     $\phantom{\circ}\,$ current N$^2$LO pheno. relies on approx. amplitudes
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2210.07846&#34;&gt;
     Catani, Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;22;$\,$
     &lt;/a&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2411.15340&#34;&gt;
     Devoto, Grazzini, Kallweit, Mazzitelli, Savoini &#39;24;$\,$
     &lt;/a&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Theoretical Motivation &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: -4mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for Drell-Yan plus jets (Vjj)
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; margin-top: 0mm;&#34;&gt;
     &lt;div style=&#34;width: 55%; text-align: left; font-size: 17pt; margin: 0 10px; margin-left: -5mm;&#34;&gt;
          $\;\small\rhd\,$ Limited knowledge at higher loops/points; &lt;br&gt;
          $\;\small\rhd\,$ All amplitudes in the lower triangle contribute  &lt;br&gt; 
          $\;\phantom{\small\rhd}\,$ at a given perturbatifve order; &lt;br&gt; 
          $\;\small\rhd\,$ Pheno can be hindered by complexity of results, &lt;br&gt; 
          $\;\phantom{\small\rhd}\,$ especially if IR cancellations are needed; &lt;br&gt; 
          $\;\small \rhd\,$ E.g. the two-loop amps of [5] were &gt;1GB of files. &lt;br&gt;
          &lt;div style=&#34;margin-top: 3mm&#34;&gt;$\star\,$ Goal: reduce complexity of [5] by manifesting the analytic structure to facilitate future computations&lt;/div&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width: 55%; font-size: 14pt; margin-top: -10mm; margin-left: 0mm; margin-right: -8mm;&#34;&gt;
          &lt;table style=&#34;border-collapse: collapse; text-align: center; margin-top: 1mm; font-size: 14pt;&#34;&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;3&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2023 &lt;a href=&#34;https://arxiv.org/abs/example8&#34;&gt;[6]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;2&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    2007 &lt;a href=&#34;https://arxiv.org/abs/example7&#34;&gt;[4]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FFD700; text-align: center;&#34;&gt;
                    2021 &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #FF7F7F; text-align: center;&#34;&gt;
                    ?
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;1&lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1981 &lt;a href=&#34;https://arxiv.org/abs/example6&#34;&gt;[1]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color: #90EE90; text-align: center;&#34;&gt;
                    1997 &lt;a href=&#34;https://arxiv.org/abs/example10&#34;&gt;[2]&lt;/a&gt;
                    &lt;/td&gt;
                    &lt;td style=&#34;border: 1px solid black; padding: 5px; background-color:rgb(250, 255, 0); text-align: center;&#34;&gt;
                    2008 &lt;a href=&#34;https://arxiv.org/abs/example11&#34;&gt;[3]&lt;/a&gt;
                    &lt;/td&gt;
               &lt;/tr&gt;
               &lt;tr&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;Loops ↑&lt;br&gt;Jets →&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$1$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$2$&lt;/th&gt;
                    &lt;th style=&#34;border: 1px solid black; padding: 5px; text-align: center;&#34;&gt;$\geq3$&lt;/th&gt;
               &lt;/tr&gt;
          &lt;/table&gt;
          &lt;div style=&#34;margin-top: 5mm; margin-bottom: 2mm; font-size: 12pt;&#34;&gt;
               &lt;span style=&#34;background-color: #90EE90; padding: 5px; margin-right: 10px;&#34;&gt;Analytic&lt;/span&gt;
               &lt;span style=&#34;background-color: rgb(250, 255, 0); padding: 5px; margin-right: 10px;&#34;&gt; Numeric&lt;/span&gt;
               &lt;span style=&#34;background-color: #FFD700; padding: 5px; margin-right: 10px;&#34;&gt;Analytic (LCA)&lt;/span&gt;
               &lt;span style=&#34;background-color: #FF7F7F; padding: 5px; margin-right: 10px;&#34;&gt;Unknown&lt;/span&gt;
          &lt;/div&gt;
          &lt;div style=&#34;width: 105%; margin-left: -2mm;&#34;&gt;
               &lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: -4mm;&#34;&gt;
                    &lt;a href=&#34;https://www.sciencedirect.com/science/article/abs/pii/0550321381901656?via%3Dihub&#34;&gt;[1] Ellis, Ross, Terrano; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34;&gt;[2] Bern, Dixon, Kosower;&lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0803.4180&#34;&gt;[3] BlackHat; &lt;/a&gt;&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34;&gt;OpenLoops; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/0711;.4711&#34;&gt;[4] Gehrmann-De Ridder, Gehrmann, Glover, Heinrich; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;[5] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &lt;/a&gt; 
                    &lt;a href=&#34;https://arxiv.org/abs/2503.10595&#34; style=&#34;color:rgb(255, 149, 0);&#34;&gt;+ This work; &lt;/a&gt;
                    &lt;a href=&#34;https://arxiv.org/abs/2307.15405&#34;&gt;[6] Gehrmann, Jakubčík, Mella, Syrrakos, Tancredi&lt;/a&gt;
               &lt;/div&gt;
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 3mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ Status for &lt;span style=&#34;font-size: 15pt&#34;&gt;$pp\rightarrow t\bar tH$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-bottom: 2mm; margin-top: 0mm; margin-left: -4mm;&#34;&gt;
     $\;\small\rhd\,$ one-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; previously not known analytically; &lt;br&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$gg\rightarrow t\bar t H$&lt;/span&gt; known to &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{O}(\epsilon^2)$&lt;/span&gt; in terms of form factors &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -5mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.10015&#34;&gt;
     Buccioni, Kreer, Liu, Tancredi &#39;23
     &lt;/a&gt;
     $\;\small\rhd\,$ two-loop: &lt;span style=&#34;font-size: 15pt&#34;&gt;$q\bar q\rightarrow t\bar tH$&lt;/span&gt; with quark-loop (&lt;span style=&#34;font-size: 15pt&#34;&gt;$n_f$&lt;/span&gt; part), known numerically (&lt;a href=&#34;https://secdec.readthedocs.io/en/stable/&#34; style=&#34;font-variant: small-caps;&#34;&gt;pySecDec&lt;/a&gt;) &lt;br&gt;
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -1mm; margin-bottom: -4mm;&#34; href=&#34;https://arxiv.org/abs/2402.03301&#34;&gt;
     Agarwal, Heinrich, Jones, Kerner, Klein, Lang, Magerya, Olsson &#39;24
     &lt;/a&gt;
     $\kern15mm$ &lt;span style=&#34;font-size: 15pt; margin-top: 5mm;&#34;&gt;$pp\rightarrow t\bar tH$&lt;/span&gt; master integrals in LCA
     &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2312.08131&#34;&gt;
     Febres Cordero, Figueiredo, Kraus, Page, Reina &#39;23
     &lt;/a&gt;&lt;br&gt;
     $\star\,$ Goal: show how to reconstruct amplitudes in a manifestly spin- and little-group covariant form
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 1mm; margin-top: 3mm; margin-left: -4mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$pp\rightarrow HHH$&lt;/span&gt; previously unknown analytically, even at leading order (one loop).
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Numerical Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Partial Amplitudes &amp;amp; Finite Remainders &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; float: left; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Amplitude (integrands) can be written as (for a suitable choice of master integrals)
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 0mm;  margin-bottom: 2mm&#34;&gt;
$$
\displaystyle A(\lambda, \tilde\lambda, \ell) =
\sum_{\substack{\Gamma,\\ i \in M_\Gamma \cup S_\Gamma}} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda, \epsilon) \,		\frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)} \;\; \xrightarrow[]{\int d^D\ell} \;\; \sum_{\substack{\Gamma,\\ i \in M_\Gamma}} \frac{ \sum_{k=0}^{\text{finite}} \, {\color{red}c^{(k)}_{\,\Gamma, i}}(\lambda, \tilde\lambda) \, \epsilon^k}{\prod_j (\epsilon - a_{ij})} \, {\color{orange}I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)
$$  
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; float: center; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
     $\circ$  $\Gamma$: topologies $\quad\circ$ $M_\Gamma$: master integrands $\quad\circ$ $S_\Gamma$: surface terms 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;u&gt;All physical information&lt;/u&gt; is contained in the &lt;i&gt;finite remainders&lt;/i&gt;, at two loops
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: -3mm;&#34; href=https://inspirehep.net/literature/920274&gt;
Weinzierl (&#39;11)
&lt;/a&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\underbrace{\mathcal{R}^{(2)}}_{\text{finite remainder}} = \mathcal{A}^{(2)}_R \underbrace{- \quad I^{(1)}\mathcal{A}^{(1)}_R \quad - \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-18mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/S0370269398003323?via%3Dihub&gt;
Catani (&#39;98)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; margin-top:-13mm;&#34; href=https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.102.162001&gt;
Becher, Neubert (&#39;09)
&lt;/a&gt;
&lt;a style=&#34;font-size: 13pt; float:right; text-align:right; margin-top:-8mm;&#34; href=https://arxiv.org/abs/0901.1091&gt;
Gardi, Magnea (&#39;09)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 0mm; margin-top:0mm;&#34;&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{A}^{(1)}_R$&lt;/span&gt; to order &lt;span style=&#34;font-size: 15pt&#34;&gt;$\epsilon^2$&lt;/span&gt; is still needed to build &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{R}^{(2)}$&lt;/span&gt;, but there is no real physical reason to reconstruct it.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 0mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20) &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: -3mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2110.10111&gt; Chicherin, Sotnikov, Zoia (&#39;21) &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14.5pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{red}{r_{i}(\lambda,\tilde\lambda)} \, \color{orange}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$  Goal: reconstruct &lt;span style=&#34;font-size: 14pt&#34;&gt;$\color{red}{r_{i}(\lambda,\tilde\lambda)}$&lt;/span&gt; from numerical samples in a field $\mathbb{F}$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: -10mm; margin-right: 24mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{F}_p$: von Manteuffel, Schabinger (&#39;14); 
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
$\phantom{\mathbb{F}_p}$ Peraro (&#39;16)
&lt;/a&gt;&lt;br&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -17mm; margin-bottom: -10mm; margin-right: 43mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{C}$: GDL, Maitre (&#39;19);
&lt;/a&gt; &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16.7mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
$\mathbb{Q}_p$: GDL, Page (&#39;22)
&lt;/a&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 34pt; magin-bottom: -5mm;&#34;&gt; Setting up the Calculation &lt;/b&gt; &lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 0mm;&#34;&gt;
$\circ$ Original computation  &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 18pt&#34;&gt;[1]&lt;/a&gt; was performed with &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 15pt; width:75%; text-align: left; display: inline-block; margin-top: 1mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}_{\Gamma}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm {\color{black}{c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda)}} \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}_\Gamma}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
	     	  &lt;code&gt; C++ code &lt;/code&gt;
	     &lt;/div&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:-4mm; font-size: 11pt;&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div style=&#34;margin-top:0mm; font-size: 11pt;&#34;&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: 16pt; width:75%; text-align: left; display: inline-block; margin-top: 2mm; margin-bottom: -4mm;&#34;&gt;
	     $\rightarrow$ Numerical Berends-Giele recursion for LHS, solve for coeffs. in RHS.&lt;br&gt;
	     $\rightarrow$ IBP reduction = decomposition on RHS, &lt;span style=&#34;font-size: 16t&#34;&gt;$\; m_{\Gamma,i} \in M_\Gamma \cup S_\Gamma$&lt;/span&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 6mm;&#34;&gt;
     $\circ$ This computation started from the ancillaries files of &lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;[1] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov&lt;/a&gt;
     &lt;div style=&#34;font-size: 16pt; width:99%; text-align: left; display: inline-block; margin-top: 2mm; margin-left:10mm;&#34;&gt;
	     1. Split the 1.4 GB ancillaries into &gt;10k files (via Python script)&lt;br&gt;
	     2. Compile into 18.2 GB of C++ binaries (for reference &lt;span style=&#34;font-variant: small-caps;font-size: 17pt&#34;&gt;Caravel&lt;/span&gt; compiles into approx. 5 GB) &lt;br&gt;
          3. Obtain &lt;span style=&#34;font-size: 16t&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; evaluations of the form factors (each takes approx. 1 sec per point)&lt;br&gt;
          4. Recombine triplets of form factors into six-point helicity amplitudes (incl. decays)
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align:left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\rightarrow$ Assemble 5 helicity amplitudes into 3 categories: &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\mathcal{R}_{\bar qQ\bar QqV}^{\text{NMHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{MHV}} ,\, \mathcal{R}_{\bar qggqV}^{\text{NMHV}}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 0mm; margin-top: 3mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$t\bar{t}H$&lt;/span&gt;, &lt;span style=&#34;font-size: 15pt;&#34;&gt;$HHH$&lt;/span&gt; computed analytically (&lt;span style=&#34;font-variant: small-caps;&#34;&gt;Form&lt;/span&gt; optimized) with unitarity and standard Feynman diagrams &lt;br&gt; $\phantom{\circ}$ techniques, and then cross checked with &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Recola2&lt;/span&gt; and/or &lt;span style=&#34;font-variant: small-caps;&#34;&gt;Open-Loops2&lt;/span&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1907.13071&#34; style=&#34;font-size: 14pt; margin-top: 0mm; margin-bottom: -10mm; float: right; font-align: right;&#34;&gt; Buccioni, Lang, Lindert, Maierhöfer, Pozzorini, Zhang, Zoller&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1711.07388&#34; style=&#34;font-size: 14pt; margin-top: -6mm; margin-bottom: 0mm; float: right; font-align: right;&#34;&gt; Denner, Lang, Uccirati&lt;/a&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section &gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;algebraic--geometric-structure&#34;&gt;Algebraic &amp;amp; Geometric Structure&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;based on work with Ben Page in:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 17pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2203.04269&lt;/a&gt;&lt;span&gt;
&lt;span style=&#34;font-size: 17pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;(JHEP 12 (2022) 140)&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 18pt&#34;&gt;see also Sturmfeld et al. &amp;ldquo;Spinor-Helicity Varieties&amp;rdquo;:&lt;span&gt; &lt;br&gt;
&lt;span style=&#34;font-size: 17pt&#34;&gt;&lt;a href=&#34;https://arxiv.org/abs/2406.17331&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;arXiv:2406.17331&lt;/a&gt;&lt;span&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Guiding Principles &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Amplitude should be gauge and Lorentz invariant, and spin and little-group covariant
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ gauge dependence, e.g. through reference vectors &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ tensor decompositions &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu T^\mu$&lt;/span&gt;, polarizations are needed for simplifications
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon_\mu \rightarrow \epsilon_{\alpha\dot\alpha}$, $P^\mu \rightarrow  \lambda_\alpha \tilde\lambda_{\dot\alpha}$&lt;/span&gt;; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\alpha, \dot\alpha$&lt;/span&gt; indices contracted; all &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\lambda, \tilde\lambda$&lt;/span&gt; random (subject to mom cons)
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The singularity structure should be manifest in $\mathbb{C}$ (exprs will then be better behaved in $\mathbb{R}$ too)
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Rational reparametrisations of the kinematics change the denominator structure
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Forcing unphysical splits misses cancellations (e.g. even and odd separation)
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Chiral cancellations are required to obtain the true Least Common Denominator
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Work off the real slice: &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^\mu \in \mathbb{C}^4$, $\lambda_\alpha \neq \tilde\lambda_{\dot\alpha}^\dagger$&lt;/span&gt;. In practice, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$P^{\mu=y}\in i\mathbb{Q}\Rightarrow \lambda_{\alpha} \in \mathbb{F}_p \text{ or } \mathbb{Q}_p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Focus only on final physical expressions
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Unphysical intermediate steps may be unnecessarily complicated
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 3mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{red} ✗}$ Analytic manipulations at this complexity are unfeasible, even on &#34;physical&#34; results
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 6mm; margin-right: 2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Bypass all intermediate steps with numerical evaluations (let cancellations happen numerically!)
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Variables Subject to Constraints &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Consider polynomials &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f, g, h$&lt;/span&gt; in two variables &lt;span style=&#34;font-size: 14pt;&#34;&gt;$x, y$&lt;/span&gt;. They live in a &lt;b&gt;polynomial ring&lt;/b&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y), g(x, y), h(x, y) \in \mathbb{Q}[x, y] \, .
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Now, localize them, e.g. on the unit circle &lt;span style=&#34;font-size: 14pt;&#34;&gt;$(x^2+y^2-1)$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle f(x,y) \approx g(x, y) + h(x, y) (x^2+y^2-1) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ we should consider &lt;span style=&#34;font-size: 14pt;&#34;&gt;$f(x,y)$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt;&#34;&gt;$g(x, y)$&lt;/span&gt; as equivalent, for any &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x,y)$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The structure is that of a polynomial &lt;b&gt;quotient&lt;/b&gt; ring
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \mathbb{Q}[x, y] \big/ \big\langle x^2+y^2-1 \big\rangle \\[2mm]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ its elements are &lt;b&gt;equivalence classes&lt;/b&gt; of polynomials.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\big\langle x^2+y^2-1 \big\rangle \subset \mathbb{Q}[x, y]$&lt;/span&gt; is an example of an &lt;b&gt;ideal&lt;/b&gt;, the infinite set of polynomials &lt;br&gt; 
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 14pt;&#34;&gt;$h(x, y) (x^2+y^2-1)$&lt;/span&gt; that vanishes on the unit circle.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Massless Scattering &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt;&#34;&gt;$n$&lt;/span&gt;-point massless scattering, the quotient ring is
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{n} = \mathbb{F}\Big[|1⟩_{\alpha}, [1|_{\dot\alpha}, \dots, |n⟩_{\alpha}, [n|_{\dot\alpha} \Big] \Big/ \Big\langle {\textstyle \sum_{i=1}^n} |i\rangle[ i | \Big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &#34;unit circle&#34; is now the codimension &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4$&lt;/span&gt; &#34;momentum conservation&#34; &lt;b&gt;variety&lt;/b&gt; within a &lt;span style=&#34;font-size: 14pt;&#34;&gt;$4n$&lt;/span&gt; &lt;br&gt; $\phantom{\circ}$ dimensional space. On this variety we have equivalence relations such as 
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle \langle 1|2+3|1]=\langle 1|-1-4-5|1]=-\langle 1|4+5|1] \quad \text{in} \quad R_5
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The rational functions &lt;span style=&#34;font-size: 16pt&#34;&gt;$r_i$&lt;/span&gt; belong to the field of fractions of &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_n$&lt;/span&gt;,
&lt;/div&gt;
&lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\mathcal{D}(|i\rangle,[i|)} \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Interesting mathematical observations and open questions: &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_3$&lt;/span&gt; is not an Integral Domain, i.e. it breaks &lt;span style=&#34;font-size: 16pt&#34;&gt;$ab=0 \Rightarrow a = 0 \text{ or } b = 0$&lt;/span&gt; (zero divisors) &lt;br&gt;
     $\quad\star$ &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not an Unique Factorization Domain (which is why MHV = anti-MHV) &lt;br&gt;
     $\quad\star$ Conjecture: &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_{n\geq 5}$&lt;/span&gt; is UFD. For instance, this would imply the  denominators &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}$&lt;/span&gt; are unique &lt;br&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: all polynomial rings are UFD, so clearly &lt;span style=&#34;font-size: 16pt&#34;&gt;$R_4$&lt;/span&gt; is not equivalent to one, e.g. &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}[s,t]$&lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Choosing the Appropriate Covariant Q-Ring &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow V(\rightarrow \bar\ell\ell)jj$&lt;/span&gt; the space is simpler than that of say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow jjjj$&lt;/span&gt;, we don&#39;t want to use &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_6$&lt;/span&gt;. &lt;br&gt;
     $\phantom{\circ}$ Take the decay current to be &lt;span style=&#34;font-size: 15pt;&#34;&gt;$[5|\gamma^\mu|6\rangle$&lt;/span&gt;, and remove &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p_{V\alpha\dot\alpha}=(5+6)_{\alpha\dot\alpha}$&lt;/span&gt; by mom. cons.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{Vjj} = \mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |3⟩_{\alpha}, [3|_{\dot\alpha},  |4⟩_{\alpha}, [4|_{\dot\alpha}, [5|_{\dot\alpha}, |6⟩_{\alpha} \big] \Big/ \big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ This always holds for the numerator polynomials, and almost always for the denomiantors. &lt;br&gt;
     $\phantom{\circ}$ A denominator does not belong to &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_{Vjj}$&lt;/span&gt; if one manifests &lt;span style=&#34;font-size: 15pt;&#34;&gt;$s_{56}=\langle 56\rangle [65]$&lt;/span&gt;, &lt;br&gt; 
     $\phantom{\circ}$ which we show can always be partial fractioned (the physical pole is &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\sqrt{s_{56}}$&lt;/span&gt;).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 10mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ This approach is very similar to the massless case (just remove variables), &lt;br&gt;
     $\phantom{\circ}$ but does not generalise to cases with multiple massive legs, e.g. with two of them: &lt;br&gt;
     $\phantom{\circ}$ &lt;span style=&#34;font-size: 15pt;&#34;&gt;$p_{V_1} \cdot p_{V_2}$&lt;/span&gt; cannot be eliminated through momentum conservation in favour of massless ones.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Covariant Q-Ring for Massive Processes &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 0mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow HHH$&lt;/span&gt; we use the massive spinor-helicity (or spin-spinor) formalism, &lt;br&gt;
     $\phantom{\circ}$ albeit in a very simplified form since scalars have no states.
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1809.09644&#34; style=&#34;font-size: 14pt; margin-bottom: -6mm; margin-top: -5mm; float: right; font-align: right;&#34;&gt; Shadmi, Weiss &lt;/a&gt; &lt;a href=&#34;https://arxiv.org/abs/1802.06730&#34; style=&#34;font-size: 14pt; margin-bottom: -6mm; margin-top: -5mm;  margin-right: 31mm; float: right; font-align: right;&#34;&gt; Ochirov; &lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1709.04891&#34; style=&#34;font-size: 14pt; margin-bottom: -10mm; margin-top: -11mm; margin-right: 0mm; float: right; font-align: right;&#34;&gt; Arkani-Hamed, Huang, Huang;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 6mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{HHH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, \boldsymbol{3}_{\alpha,\dot\alpha}, \boldsymbol{4}_{\alpha,\dot\alpha}, \boldsymbol{5}_{\alpha,\dot\alpha} \big]}{\big\langle |1\rangle[1|+|2\rangle[2| + \boldsymbol{3}_{\alpha,\dot\alpha} + \boldsymbol{4}_{\alpha,\dot\alpha} + \boldsymbol{5}_{\alpha,\dot\alpha}, \;\, \boldsymbol{3}_{\alpha,\dot\alpha} \boldsymbol{3}^{\dot\alpha,\alpha} - \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha}, \;\, \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha}- \boldsymbol{5}_{\alpha,\dot\alpha} \boldsymbol{5}^{\dot\alpha,\alpha} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\boldsymbol{3}_{\alpha,\dot\alpha} \boldsymbol{3}^{\dot\alpha,\alpha} = \boldsymbol{4}_{\alpha,\dot\alpha} \boldsymbol{4}^{\dot\alpha,\alpha} = \boldsymbol{5}_{\alpha,\dot\alpha} \boldsymbol{5}^{\dot\alpha,\alpha} = 2 M_h^2$&lt;/span&gt;; &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\boldsymbol{3}_{\alpha,\dot\alpha},\boldsymbol{4}_{\alpha,\dot\alpha},\boldsymbol{5}_{\alpha,\dot\alpha}$&lt;/span&gt; are full-rank (unfactorizable).
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ While &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp \rightarrow ttH$&lt;/span&gt; exposes the full complexity, including massive states
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 4mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \kern10mm R_{ttH} = \frac{\mathbb{F}\big[|1⟩_{\alpha}, [1|_{\dot\alpha}, |2⟩_{\alpha}, [2|_{\dot\alpha}, |\boldsymbol{3}^I⟩_{\alpha}, [\boldsymbol{3}^I|_{\dot\alpha}, |\boldsymbol{4}_J⟩_{\alpha}, [\boldsymbol{4}_J|_{\dot\alpha}, \boldsymbol{5}_{\alpha\dot\alpha} \big]}{\big\langle \sum_{i,I,J} |i\rangle[i|, \langle \boldsymbol{3}|\boldsymbol{3}⟩ +[\boldsymbol{3}|\boldsymbol{3}], \langle \boldsymbol{3}|\boldsymbol{3}⟩-\langle \boldsymbol{4}|\boldsymbol{4}⟩, \langle \boldsymbol{4}|\boldsymbol{4}⟩ +[\boldsymbol{4}|\boldsymbol{4}]\big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\langle \boldsymbol{3}^I|\boldsymbol{3}^J⟩=m\epsilon^{JI} \text{ and } [\boldsymbol{3}^I|\boldsymbol{3}^J]=\bar{m}\epsilon^{IJ}$&lt;/span&gt;; we are setting &lt;span style=&#34;font-size: 15pt;&#34;&gt;$m=\bar{m}$&lt;/span&gt; and the tops on-shell.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ It is sometimes useful to map to a set of all massless momenta / spinors (e.g. recycle code),
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1601.08113&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Marzolla&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1605.07402&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Conde, Joung, Mkrtchyan;&lt;/a&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle 1 \rightarrow 1, 2 \rightarrow 2, \boldsymbol{3} \rightarrow 3+4, \boldsymbol{4} \rightarrow 5+6, \boldsymbol{5} \rightarrow 7+8
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ but if we want neat expressions we must be careful not to overparametrise the space!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; Examples of Trees &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ To not make this too abstract, we are after expressions like these, but for the MI coefficients.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$Vjj$&lt;/span&gt; there are 5 amplitudes (showing 3)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 0mm; margin-bottom: 3mm&#34;&gt;
$$ 
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{+}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨46⟩^2}{⟨12⟩⟨23⟩⟨34⟩⟨65⟩} \, , \\[6mm]
{A}_g^{(0)}(1^{+}_\bar{q}, 2^{+}_g, 3^{-}_g, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = \frac{⟨13⟩⟨3|1+2|5]^2}{⟨12⟩⟨23⟩[65]⟨1|2+3|4]s_{123}} \; + \; (123456\rightarrow \overline{432165}) \, , \\[6mm]
{A}_q^{(0)}(1^{+}_\bar{q}, 2^{+}_{q&#39;}, 3^{+}_{\bar{q}&#39;}, 4^{-}_q, 5^{+}_\bar{\ell}, 6^{-}_\ell) = -\frac{[12]⟨46⟩⟨3|1+2|5]}{⟨23⟩[23]⟨56⟩[56]s_{123}}+(123456\rightarrow 156423)\phantom{+}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 15pt;&#34;&gt;$q\bar{q}\rightarrow t\bar{t}H$&lt;/span&gt; there is only a single amplitude
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 8mm; margin-bottom: 5mm&#34;&gt;
$$ 
{A}_{ttH}^{(0)}(1^{+}_q, 2^{-}_\bar{q}, 3_t, 4_\bar{t}, 5_H)^I_J = \frac{⟨2|𝟑|1]⟨𝟑^I𝟒_J⟩-[𝟑^I1][1𝟒_J]⟨12⟩}{s_{12}(s_{12𝟑}-m_t²)} + 
(12345\rightarrow\overline{21345},12435,\overline{21435})
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where for clarity I have not suppressed the spin indices. Symmetries are made manifest.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ &lt;u&gt;Note&lt;/u&gt;: The amplitude is &lt;b&gt;spin covariant&lt;/b&gt;, just like it is little group covariant! &lt;br&gt;
     $\phantom{\circ} \kern7.2mm$ We need only obtain a single choice, say &lt;span style=&#34;font-size: 15pt;&#34;&gt;$I=J=1$&lt;/span&gt;, the other follows. 
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Spinor Alphabets &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2          mm;&#34;&gt;
     $\circ$ We can always factorize a polynomial into products of irreducible factors, to some powers
&lt;/div&gt;
&lt;div style=&#34;font-size:15pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
     $$
     \displaystyle r_i(|i\rangle,[i|) = \frac{\mathcal{N}(|i\rangle,[i|)}{\prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|)} % \, , \quad r_i(|i\rangle,[i|) \in \text{Frac}(R_n)
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}$ For the numerators this is generally not particularly useful (when in least common denominator form) &lt;br&gt;
     $\phantom{\circ}$ The denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j$&lt;/span&gt; are conjectured to be (mostly) related to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -10mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Convert your alphabet from independent Mandelstam invariants to redudant spinors brackets
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -3mm; margin-bottom: 2mm;&#34; href=&#34;&#34;&gt;
From work in progress with S. Abreu, X. Liu, P.F. Monni
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;display: flex; align-items: center; justify-content: space-between; font-size: 16pt; margin-top: -8mm;&#34;&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Mandelstam letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12} - s_{123} - s_{345} + s_{45}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$-s_{12} + s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{12}(s_{123} - s_{56}) - s_{123}(s_{123} + s_{34} - s_{56})$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;
      $\displaystyle\frac{
        s_{12}\left(s_{16}(s_{23} - s_{234})s_{34} + s_{23}^{2}(\cdots) + \cdots\right) + s_{123}(\cdots) + s_{23}(\cdots)
      }{
        \sqrt{(-s_{12} + s_{123} - s_{23})^2\cdots}
      }$
    &lt;/span&gt;&lt;br&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 4%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-size: 20pt;&#34;&gt;$\Rightarrow$&lt;/b&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width: 48%; text-align: center;&#34;&gt;
    &lt;b style=&#34;font-variant: small-caps;&#34;&gt;Spinor letters&lt;/b&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 1\,2\rangle[1\,2]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$s_{123}$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,6\rangle[3\,|\,6]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\langle 3\,|\,1{+}2\,|\,4]\langle 4\,|\,1{+}2\,|\,3]$&lt;/span&gt;&lt;br&gt;
    &lt;div style=&#34;display: flex; align-items: center; justify-content: center; height: 2.8em;&#34;&gt;
      &lt;span style=&#34;font-size: 14pt;&#34;&gt;$\operatorname{tr}_5(2,3,4,5)$&lt;/span&gt;
    &lt;/div&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ$ Factorization and extra chiral cancellations are key for simplification in gauge amplitudes 
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: 2mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 2mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width: 65%; text-align: left; display: inline-block; margin-top: 2mm;&#34;&gt;
          &lt;!---
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
               $\circ$ Polynomials belong to the the covariant quotient ring of spinors,
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$\displaystyle \kern10mm R_n = \mathbb{F}\big[|1⟩, [1|, \dots, |n⟩, [n|\big] \big/ \big\langle \sum_i |i⟩[i| \big\rangle$$
          &lt;/div&gt;
          ---&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
                $\circ\,$ We can now determine the least common denominators (LCDs),
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 0mm&#34;&gt;
               $$
               \displaystyle \mathcal{D} = \prod_j \mathcal{D}_j^{q_{ij}}(|i\rangle,[i|) \, .
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Obtain the &lt;span style=&#34;font-size: 16pt&#34;&gt;$q_{ij}$&lt;/span&gt; from a univariate slice  &lt;span style=&#34;font-size: 16pt&#34;&gt;$\vec\lambda(t)$&lt;/span&gt;, i.e. a 1D curve.
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ$ The curve must intersect all varieties &lt;span style=&#34;font-size: 16pt&#34;&gt;$V(\langle \mathcal{D}_j \rangle)$&lt;/span&gt;, e.g.
          &lt;/div&gt;
          &lt;div style=&#34;font-size:16pt; text-align: center; margin-top: 2mm; margin-bottom: 2mm&#34;&gt;
               $$
               \displaystyle |i\rangle \rightarrow |i\rangle + t a_i |\eta\rangle, [i| \rightarrow [i| + t b_i [\eta|
               $$
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\phantom{\circ}\,$ Solve for &lt;span style=&#34;font-size: 16pt&#34;&gt;$a_i, b_i$&lt;/span&gt; such that constraints are satisfied.
          &lt;/div&gt;
	     &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
               $\circ\,$ Open-source implementation in &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt;, &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; 
          &lt;/div&gt;
          &lt;div style=&#34;font-size: 17pt; text-align: left; margin-top: 1mm; margin-bottom: 1mm;&#34;&gt; 
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;Particles.univariate_slice&lt;/code&gt; or 
               &lt;code style=&#34;font-size: 15pt;&#34;&gt;Ring.univariate_slice&lt;/code&gt; &lt;br&gt;
               $\phantom{\circ}\,$ &lt;code style=&#34;font-size: 15pt;&#34;&gt;num_func.get_lcd(slice_fp, verbose=True)&lt;/code&gt;
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:35%; float: right; display: inline-block; margin-top: 6mm; &#34;&gt;
          &lt;img src=&#34;variety_slice_v2-transparent.png&#34;; style=&#34;max-width:360px; float:center; border:none; margin-top: -5mm; margin-bottom: -2mm;&#34;&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               Space has dimension $4n-4$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\mathcal{D}_j = 0$ have dimension $4n-5$,
          &lt;/div&gt;
          &lt;div style=&#34;width:100%; font-size: 14pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
               $\vec\lambda(t)$&#39;s have dimension 1.
          &lt;/div&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: 16pt; padding: 10px; display: inline-block; margin-top: 4mm;&#34;&gt;
    Poles &amp; Zeros $\;\Leftrightarrow\;$ Irreducible Varieties $\;\Leftrightarrow\;$ Prime Ideals &lt;br&gt;
    &lt;i style=&#34;font-size: 14pt; border-top: -8mm; border-bottom: -2mm;&#34;&gt; Physics $\kern18mm$ Geometry $\kern18mm$ Algebra &lt;/i&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 4mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;LCDs or Kinematic Poles&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ The irreducible denominator factors &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j \text{ for } Vjj$&lt;/span&gt; (modding out by permutation orbits) read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \mathcal{D}_{Vjj} \subset \kern-3mm \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, \underbrace{⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2]}_{\normalsize\text{only new one at two loops!}} \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$t\bar{t}H$&lt;/span&gt;, they read
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \displaystyle \kern-10mm \mathcal{D}_{ttH} = \big\{ \langle 12 \rangle, [12], s_{123}, \dots, (s_{123}-m^2), \langle 1|\boldsymbol{3}|1], \dots, \\[2mm] 
     \kern30mm \langle 1|\boldsymbol{3}|\boldsymbol{4}| 2 \rangle, \dots, \langle 1|\boldsymbol{3}|1+2|\boldsymbol{4}| 2], \dots, \Delta_{12|34|5}, \dots \Delta_{12|3|4|5} \big\}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ note that there is no dependence on the top states (this looks like 3 massive scalars).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$HHH$&lt;/span&gt;, they are
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \small
     \begin{gathered}
     \mathcal{D}_{HHH} = \big\{ 
          ⟨1|2⟩, [1|2], ⟨2|𝟓|1], ⟨2|𝟒|1], ⟨2|𝟑|1], ⟨1|𝟑|2], [1|𝟑|𝟓|1], ⟨1|𝟑|𝟓|1⟩, ⟨1|𝟓|𝟒|2⟩, [2|𝟒|𝟓|1], Δ_{12|𝟑|𝟒|𝟓}, \\
          ⟨2|𝟑|𝟒|𝟓|1], ⟨1|𝟓|𝟒|𝟑|2], ⟨1|2⟩[1|2]⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2, \\
          ⟨1|𝟑|2]⟨2|𝟒|𝟓|1⟩[1|𝟑|2⟩[2|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2
     \big\}
     \end{gathered}
     $$
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; text-align: left; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Challenge: in LCD form the numerators are intractably complicated. &lt;br&gt;
     $\phantom{\circ}\,$ For &lt;span style=&#34;font-size: 15pt&#34;&gt;$Vjj$&lt;/span&gt; the most complicated &lt;span style=&#34;font-size: 14pt&#34;&gt;$\bar{q}^+g^-g^+q^-$&lt;/span&gt; function had a mass dimension (&lt;span style=&#34;font-size: 13pt&#34;&gt;$\approx$&lt;/span&gt; poly. degree) of 114, &lt;br&gt;
     $\phantom{\circ}\,$ and little group weights &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{3, -12, 12, -3, -1, 1\}$&lt;/span&gt;.  The ansatz size is approx. 25M. &lt;br&gt;
     $\phantom{\circ}\,$ Note how different from zero the little group weights are, chiral invariants are important!
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Basis Change from Laurent Coefficients &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: -2mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ Change basis from a subset of the pentagon coefficients $r_{i \in \mathcal{B}}$ to &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathbb{Q}$&lt;/span&gt;-linear combinations $\tilde r$,
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 15pt; margin-top: -8mm; margin-bottom: 0mm;&#34;&gt;
     $$
     R = r_j h_j = r_{i\in \mathcal{B}} M_{ij} h_j = \tilde{r}_{i} \, O_{ii&#39;}M_{i&#39;j} \, h_j \, , \qquad O_{ii&#39;}, M_{i&#39;j}\in \mathbb{Q}
     $$
&lt;/div&gt;
&lt;div&gt;
&lt;img src=&#34;BasisChangeEffectWjj.png&#34;; style=&#34;max-width:900px; float:center; border:none; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 14pt; float: center; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     [&lt;a href=&#34;https://arxiv.org/abs/hep-ph/9708239&#34; style=&#34;font-size: 14pt&#34;&gt;6&lt;/a&gt;] Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov &#39;21
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; float: left; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ By Gaussian elimination, partition the space (abusing notation for &lt;i&gt;residue&lt;/i&gt;):
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{span}(r_{i \in \mathcal{B}}) = \underbrace{\text{column}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions with the singularity}} \;\;\; \oplus \, \underbrace{\text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))}_{\text{functions without the singularity}}
     $$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: -4mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: 17pt; width:50%; float: left; text-align: center; display: inline-block; margin-top: 3mm;&#34;&gt;
	     &lt;div style=&#34;font-size: 17pt; float: left; margin-top: 4mm; margin-bottom: 1mm; margin-left: -2mm; margin-right: -3mm;&#34;&gt;
               $\circ\,$ Search for linear combinations that remove as many singularities as possible (while not dropping rank)
          &lt;/div&gt;
          &lt;br&gt;
          &lt;div style=&#34;font-size:15pt; float: left; margin-top: 0mm; margin-bottom: 0mm&#34;&gt;
               $$
               \kern12mm \displaystyle O_{i&#39;i} = \bigcap_{k, m} \, \text{nulls}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))
               $$
          &lt;/div&gt;
	&lt;/div&gt;
     &lt;div style=&#34;width:50%; float: right; display: inline-block; margin-top: 0mm;&#34;&gt;
          &lt;img src=&#34;search_tree.png&#34;; style=&#34;max-width:400px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 0mm;&#34;&gt; &lt;span style=&#34;font-size: 27pt;&#34;&gt;$p$&lt;/span&gt;-adic numbers &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: -2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ You may be familiar with finite field (integers modulo a prime)
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt; margin-top: -4mm; margin-bottom: -5mm; float: right; font-align: right;&#34;&gt; &lt;a href=&#34;https://arxiv.org/abs/1406.4513&#34;&gt; von Manteuffel, Schabinger `14&lt;/a&gt;;$\;$&lt;a href=&#34;https://arxiv.org/abs/1608.01902&#34;&gt; Peraro `16&lt;/a&gt;&lt;/span&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{F}_p : a \in \{0, \dots, p -1\} \; \text{ with } \; \{+, -, \times, \div\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Limits (and calculus) are not well defined in $\mathbb{F}_p$. We can make things zero, but not small:
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle |a|_0 = 0 \; \text{if} \; a = 0 \; \text{else} \; 1 \quad \text{a.k.a. the trivial absolute value.}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ There exists just one more absolute value on the rationals, the &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic absolute value.
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://en.wikipedia.org/wiki/Ostrowski%27s_theorem&gt;
   Ostrowski&#39;s theorem 1916
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Let&#39;s start from &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic integers, instead of working modulo &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;, expand in powers of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{Z}_p : a_0 p^0 + a_1 p^1 + a_2 p^2 + \dots + \mathcal{O}(p^n)
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ In some sense we are correcting the finite field result with more (subleading) information.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic numbers &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\mathbb{Q}_p$&lt;/span&gt; allow for negative powers of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;, (would be division by zero in $\mathbb{F}_p$!)
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$ 
\displaystyle a \in \mathbb{Q}_p : a_{-\nu} p^{-\nu} + \dots + a_0 + a_1 p^1 + \dots + \mathcal{O}(p^n)
$$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -4mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page `22
&lt;/a&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt;-adic absolute value is defined as &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|a|_p = p^\nu$&lt;/span&gt;.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 0mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Think of &lt;span style=&#34;font-size: 16pt;&#34;&gt;$p$&lt;/span&gt; as a small quantity, &lt;span style=&#34;font-size: 16pt;&#34;&gt;$\epsilon$&lt;/span&gt;, (by &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|\,|_p$&lt;/span&gt;) even if it is a large prime (by the real abs. &lt;span style=&#34;font-size: 16pt;&#34;&gt;$|\,|_\infty$&lt;/span&gt;).
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Laurent Series or p(z)-adic expansion &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ With &lt;span style=&#34;font-size: 14pt&#34;&gt;$p$&lt;/span&gt;-adic numbers this would be straight forward, set &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{D}_j\propto p$&lt;/span&gt; and evaluate the function
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i\in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{p^m} + \mathcal{O}(p^0) \text{ is a number in } \mathbb{Q}_p
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ See &lt;code style=&#34;font-size: 14pt;&#34;&gt;Particles._singular_variety&lt;/code&gt; or &lt;code style=&#34;font-size: 14pt;&#34;&gt;Ideal.point_on_variety&lt;/code&gt; to generate the configuration
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ We can&#39;t do this with only finite fields. Instead, build Laurent expansions around $t_{\mathcal{D}_k}$ &lt;span style=&#34;font-size: 12pt&#34;&gt; (use more slices) &lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{e^k_{im}}{(t-t_{\mathcal{D}_k})^m} + \mathcal{O}((t-t_{\mathcal{D}_k})^0)
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\phantom{\circ}\,$ strictly formal over $\mathbb{F}_p$, but convergent over $\mathbb{Q}_p$ for $(t-t_{\mathcal{D}_k}) \propto p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ What if the letter does not have a factor linear in &lt;span style=&#34;font-size: 15pt&#34;&gt;$t$&lt;/span&gt;? E.g.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     r_{i \in \mathcal{B}} = \sum_{m = 1}^{\text{max}_i(q_{ik})} \frac{c^k_{im} t + d^k_{im}}{(t^2+a_kt+b_k)^m} + \mathcal{O}((t^2+a_kt+b_k)^0)
     $$
&lt;/div&gt;
&lt;a style=&#34;font-size: 13pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: 2mm;&#34; href=https://arxiv.org/abs/2304.14336 &gt;
see also Fontana, Peraro (&#39;23)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     $\circ\,$ From these coefficients, build null spaces used in the search for simple functions
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; float: center; margin-top: -2mm; margin-bottom: 2mm;&#34;&gt;
     $$
     \text{null}(\text{Res}(r_{i \in \mathcal{B}}, \mathcal{D}_k^m))_{ij} \text{ from } \text{ rref }  (d^k_{m})_{i,\text{slice}_j}
     $$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Quotient Rings &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Helicity amplitudes are Lorentz invariant: minimal ansätze are build in the invariant sub-rings.
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ General construction for Lorentz-Invariant sub-rings through elimination theory
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Build a ring with both covariant and invariant variables
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathbb{F}\big[ |i\rangle, [i|, \langle i j\rangle , [ij] \big]
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Define relations among variables (on top of existing constraints)
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; text-align: center; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\big\{ \langle ij \rangle - \epsilon^{\beta\alpha} \lambda_{i\alpha}  \lambda_{j, \beta}, [ij] - \tilde\lambda_{i\dot\alpha} \epsilon^{\dot\alpha\dot\beta} \tilde\lambda_{j, \dot\beta} \big\}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\quad\star$ Compute a lexicographical Groebner basis with invariants &gt; covariants
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We obtain the following invariant rings
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{Vjj} = \frac{\mathbb{F}\big[ \langle ij\rangle : \, 1\leq i&lt; j\leq 6, i,j \neq 5, \; [ij] : 1\leq i&lt; j\leq 5 \big]}{\big\langle {\textstyle \sum_{i=1}^4} [5|i]\langle i |6\rangle, 34 \text{ Schouten identities} \big\rangle}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle \mathcal{R}_{ttH} = \mathbb{F}\big[ \underbrace{\langle 12\rangle, \langle \boldsymbol{3}1\rangle ... ⟨2|\boldsymbol{3}|2] ... ⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩}_{37\; \text{invariants}}
 \big]\Big/ \big\langle \underbrace{⟨2|\boldsymbol{3}|2]⟨2|\boldsymbol{4}|1]-⟨2|\boldsymbol{3}|1]⟨2|\boldsymbol{4}|2]-[1|2]⟨2|\boldsymbol{3}|\boldsymbol{4}|2⟩, ...}_{\text{more than} \; 90 \; \text{generators}} \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 17pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ while &lt;span style=&#34;font-size: 15pt;&#34;&gt;$R_{HHH}$&lt;/span&gt; has 20 invariants, subject to 122 constraints.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt; margin-bottom: 2mm;&#34;&gt; Invariant Rings in Mathematics Literature &lt;/b&gt;&lt;/p&gt;
&lt;p style=&#34;margin-top: -6mm; margin-bottom: 2mm; font-size: 15pt;&#34;&gt;
(taking some quotes from &lt;a href=https://arxiv.org/abs/2509.14350&gt;arXiv:2509.14350&lt;/a&gt;, &lt;i&gt;“Some remarks on invariants”&lt;/i&gt;)
&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The authors of &lt;a href=https://arxiv.org/abs/2509.14350&gt;arXiv:2509.14350&lt;/a&gt; seem to tackle a very similar problem for
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\quad\small\rhd\,$ &lt;i&gt; “[...] finding possible terms in an action, or many other applications.” &lt;/i&gt; &lt;br&gt;
$\quad\small\rhd\,$ They say &lt;i&gt; “[...] the awareness in the physics community of the possible structures of the rings
of invariants thus arising is rather low, to our knowledge. In particular, the possibility of having relations among invariants has received very little attention in physics.” &lt;/i&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\phantom{\circ}\,$ The key concept is that the ring we consider are &lt;b&gt;&lt;i&gt;not freely generated&lt;/i&gt;&lt;/b&gt;.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 5mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ With Ben in &lt;a href=https://arxiv.org/abs/2203.04269&gt;arXiv:2203.04269&lt;/a&gt; we showed that these rings are “Cohen–Macaulay” (CM)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\quad\small\rhd\,$ Follows from quotienting a polynomial ring by a maximal-codimension ideal &lt;br&gt;
$\quad\small\rhd\,$ Implies e.g. that symbolic powers of max-codim ideals match normal powers &lt;br&gt;
$\phantom{\quad\small\rhd\,}$ that all max-codim ideals are equi-dimensional &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The authors of &lt;a href=https://arxiv.org/abs/2509.14350&gt;arXiv:2509.14350&lt;/a&gt; state that invariant rings are “Gorenstein”, which implies CM
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 17pt; margin-top: 1mm; margin-bottom: 0mm; &#34;&gt;
$\quad\small\rhd\,$ &lt;i&gt; “all rings of the type we are discussing are Gorenstein” &lt;/i&gt; &lt;br&gt;
$\quad\small\rhd\,$ &lt;i&gt; “Gorenstein is for rings what Calabi–Yau is for manifolds; 
the spaces of invariants are in fact (non-compact) Calabi-Yau varieties” &lt;/i&gt; $-$ Connection to Feynman integral literature?
&lt;/div&gt;
&lt;div style=&#34;font-size: 16pt; padding: 10px; display: inline-block; margin-top: -4mm;&#34;&gt;
    &lt;u&gt; What futher practical information can we learn from the mathematics literature? &lt;/u&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form (massless case)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: 15pt; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly} = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ Linear systems solved w/ CUDA over $\mathbb{F}_{2^{31}-1}$ ($t_{\text{solving}} \ll t_{\text{sampling}}$) w/ &lt;a href=https://github.com/GDeLaurentis/linac-dev&gt; linac &lt;/a&gt; &lt;span style=&#34;text-align: left; font-size: 12pt;&#34;&gt; (coming soon) &lt;/span&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Preview of Linac &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     work in collaboration with Jack Franklin, to appear
     &lt;/p&gt;
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;cuda_row_reduce(A, field_characteristic=primes[0], verbose=False)  # A is a 2D numpy.ndarray
&lt;/code&gt;&lt;/pre&gt;
&lt;img src=&#34;cubic_fit.png&#34; style=&#34;max-width:500px; float:center; border:none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 0mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Performance on a laptop GPU of approx. 60 CPU cores &lt;br&gt;
     $\circ\,$ Performance on a workstation GPU of approx. 600 CPU cores &lt;br&gt;
     $\circ\,$ Tested on systems up to 100k equations and unknowns (takes 45 minutes).
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Reconstruction from Conjectured Properties &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (for planar five-point one-mass amplitudes - all properties checked a posteriori)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 3mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Denominator pairs &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;cleanly separated&lt;/i&gt;:
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \frac{\mathcal{N}_i}{\mathcal{D}_i^{q_i}\mathcal{D}_{\text{rest}}} + \frac{\mathcal{N}_j}{\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$ Examples of &lt;span style=&#34;font-size: 16pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; are:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ Any pairs of &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{ijk}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}$&lt;/span&gt; or &lt;span style=&#34;font-size: 16pt&#34;&gt;$\langle i|j|p_V|k|i]-\langle j|l|p_V|k|j]$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Any conjugate pair &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j+k|l], \langle l|j+k|i]\}$&lt;/span&gt; or cyclic &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\langle i|j\rangle, [i|j]\}$&lt;/span&gt; &lt;br&gt;
     $\qquad\star\,$ Pairs of the form &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{\Delta_{ij|kl|mn}, \langle c|a+b|d] \text{ or } \langle ab \rangle \text{ or } [ab] \}$&lt;/span&gt; unless &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ab\}$&lt;/span&gt; are &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{ij\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{kl\}$&lt;/span&gt; or &lt;span style=&#34;font-size: 14pt&#34;&gt;$\{mn\}$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 4mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Other denominator pairs &lt;span style=&#34;font-size: 15pt&#34;&gt;$\{\mathcal{D}_i, \mathcal{D}_j\}$&lt;/span&gt; can be &lt;i&gt;separated to order $\kappa$&lt;/i&gt; 
&lt;/div&gt;
&lt;div style=&#34;font-size:14pt; text-align: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \frac{\mathcal{N}}{\mathcal{D}_i^{q_i}\mathcal{D}_j^{q_j}\mathcal{D}_{\text{rest}}} \rightarrow \sum_{\kappa - q_j\leq m \leq q_i}\frac{\mathcal{N}_i}{\mathcal{D}_i^{m}\mathcal{D}_j^{\kappa - m}\mathcal{D}_{\text{rest}}}
     $$
&lt;/div&gt;&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\qquad\star\,$ E.g. &lt;span style=&#34;font-size: 14pt&#34;&gt;$\Delta_{ij|kl|mn}^4, \langle i|k+l|j]^5$&lt;/span&gt; are separable to order 5.
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 3mm; margin-bottom: -2mm;&#34;&gt;
     ${\color{greeN} ✓}$ Reconstruction only required 50k &lt;span style=&#34;font-size: 16pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples $\;{\color{greeN} ✓}$Already simpler than original ones (&lt;span style=&#34;font-size: 14pt&#34;&gt;$\sim$&lt;/span&gt;20MB) &lt;br&gt;
     $\;{\color{red} ✗}$ Results are unstable and sub-optimal, e.g. numbers like this appeared
&lt;/div&gt;
&lt;span style=&#34;font-size: 14pt&#34;&gt;127187555379407704220939486282289348327703498501718808908391691454242601886997968263623652083189652150273&lt;/span&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 26pt&#34;&gt; $Vjj$ &lt;/b&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Start from the function
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}}{⟨14⟩^2[14]^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2Δ_{14|23|56}^4}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\phantom{\circ}\,$  The numerator Ansatz has size 104$\,$128
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Clean up the &lt;span style=&#34;font-size: 14pt&#34;&gt;$Δ_{14|23|56}$&lt;/span&gt; Gram residue
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = \frac{\mathcal{N}^{\text{ex}}_1}{⟨14⟩^2[14]^2s_{56}⟨2|1\!+\!4|3]^4Δ_{14|23|56}^4 \,} + \frac{\mathcal{N}^{\text{ex}}_2}{⟨14⟩^2[14]^2s_{56}⟨2|1+4|3]^4⟨1|2\!+\!4|3]^2⟨2|1\!+\!3|4]^2}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Split &lt;span style=&#34;font-size: 14pt&#34;&gt;$s_{14}$&lt;/span&gt; and impose symmetry
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} =
  \frac{\mathcal{N}^{\text{ex}}_{3}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^4Δ_{14|23|56}^4}
  + \frac{\mathcal{N}^{\text{ex}}_{4}}{⟨14⟩^2 s_{56} ⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Impose degree bound on poles at codimension two
&lt;/div&gt;
&lt;div style=&#34;font-size: 13pt; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\displaystyle f^{\text{ex}} = 
  \sum_{k=0}^3 \frac{\mathcal{N}^{\text{ex}}_{5,k}}{⟨14⟩^2 s_{56} ⟨2|1+4|3]^{1+k} Δ_{14|23|56}^{4-k}}
    + \frac{\mathcal{N}^{\text{ex}}_6}{⟨14⟩^2 s_{56}⟨1|2+4|3]^2⟨2|1+4|3]^4⟨2|1+3|4]^2} + (123456\rightarrow \overline{432165})
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: 18pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     The Ansatz now has size 13$\,$532, almost a factor of 10 simpler.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: 3mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -18mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -13mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ We want a mathematically rigorous answer to the question
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ without knowing &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; analytically. The complexity should not depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; (besided numerical evaluations). &lt;br&gt;
     $\phantom{\circ}$ The complexity will depend on &lt;span style=&#34;font-size: 15pt&#34;&gt;$\mathcal{D}_1, \mathcal{D}_2$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Multivariate partial fraction decompositions follow from varieties where pairs of denominator factors vanish
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\frac{\mathcal{N}}{\mathcal{D}_1\mathcal{D}_2} \stackrel{?}{=}
 \frac{\mathcal{N}_2}{\mathcal{D}_1} + \frac{\mathcal{N}_1}{\mathcal{D}_2} \; \Longleftrightarrow \; \mathcal{N} \stackrel{?}{\in} \big\langle \mathcal{D}_1, \mathcal{D}_2 \big\rangle \, \text{ i.e. } \; \mathcal{N} \stackrel{?}{=} \mathcal{N}_1 \mathcal{D}_1 + \mathcal{N}_2 \mathcal{D}_2
$$
&lt;/div&gt;
&lt;div style=&#34;display: flex; margin-top:-6mm;&#34;&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V1.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle xy^2 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $\cap$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V2.png&#34; style=&#34;max-width:60%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:100%; font-size: 13pt; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\langle x^3 + y^3 - z^2 \rangle$
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1; max-width:3%; margin-top:20mm;&#34;&gt;
        $=$
    &lt;/div&gt;
    &lt;div style=&#34;flex: 1;&#34;&gt;
        &lt;img src=&#34;V3.png&#34; style=&#34;max-width:53%; height:auto;&#34;&gt;
        &lt;!--
        &lt;div style=&#34;width:120%; font-size: 14pt; margin-left:-10mm; margin-top: -3mm; margin-bottom: 1mm;&#34;&gt;
          $\begin{gather}\langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle\end{gather}$ 
        &lt;/div&gt;
        --&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: -4mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\langle xy^2 + y^3 - z^2 \rangle + \langle x^3 + y^3 - z^2 \rangle = \langle xy^2 + y^3 - z^2, x^3 + y^3 - z^2 \rangle = \langle 2y^3-z^2, x-y \rangle \cap \langle y^3-z^2, x \rangle \cap \langle z^2, x+y \rangle
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ This is a primary decomposition. If &lt;span style=&#34;font-size: 14pt&#34;&gt;$\mathcal{N}$&lt;/span&gt; vanishes on all branches, than the partial fraction decomposition exists.
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (i.e. geometry at codimension greater than one)
     &lt;/p&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -21mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -16mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -11mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2312.03672&gt;
   Chawdhry (&#39;23)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: -10mm;&#34; href=https://arxiv.org/abs/2506.08452&gt;
   Xia, Yang (&#39;25)
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Iteratively reconstruct a residues at a time using &lt;span style=&#34;text-size: 13pt&#34;&gt;$p$&lt;/span&gt;-adic numbers to get &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{F}_p$&lt;/span&gt; samples for the residues
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{alignedat}{2}
&amp; r^{(139 \text{ of } 139)}_{\bar{u}^+g^+g^-d^-(V\rightarrow \ell^+ \ell^-)} = &amp; \qquad\qquad &amp; {\small \text{Variety (scheme?) to isolate term(s)}} \\[2mm]
&amp; +\frac{7/4{\color{blue}(s_{24}-s_{13})}⟨6|1+4|5]s_{123}{\color{green}(s_{124}-s_{134})}}{⟨1|2+3|4]⟨2|1+4|3]^2 Δ_{14|23|56}} +  &amp; \qquad\qquad &amp; \Big\langle ⟨2|1+4|3]^2, Δ_{14|23|56} \Big\rangle \\[1mm]
&amp; -\frac{49/64⟨3|1+4|2]⟨6|1+4|5]s_{123}(s_{123}-s_{234})(s_{124}-s_{134})}{⟨1|2+3|4]⟨2|1+4|3]Δ^2_{14|23|56}} + \dots &amp; \qquad\qquad &amp; \Big\langle Δ_{14|23|56} \Big\rangle
\end{alignedat}
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ We get more than just partial fraction decomposition, we can identify numerator insertions from e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 12pt; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $$
     \sqrt{\big\langle ⟨2|1+4|3], Δ_{14|23|56} \big\rangle} = \big\langle {\color{green}(s_{124}-s_{134})}, ⟨2|1+4|3] \big\rangle \, , \\[1mm] 
     \big\langle ⟨1|2+3|4], ⟨2|1+4|3] \big\rangle = \big\langle ⟨1|2+3|4], ⟨2|1+4|3], {\color{blue}(s_{13}-s_{24})}\big\rangle \cap \big\langle ⟨12⟩, [34] \big\rangle
     $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Interesting and non-trivial bevhavior also at 5-point 3-mass
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\def\spaa#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spbb#1.#2.#3{[\mskip-1mu{#1}
                  | #2 | {#3}\mskip-1mu]}
\def\spab#1.#2.#3{\langle\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu]}
\def\spba#1.#2.#3{[\mskip-1mu{#1} 
                  | #2 | {#3}\mskip-1mu\rangle}
\def\spaba#1.#2.#3.#4{\langle\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu\rangle}
\def\spbab#1.#2.#3.#4{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}\mskip-1mu]}
\def\spabab#1.#2.#3.#4.#5{\langle\mskip-1mu{#1}
                  | #2 | #3 | {#4}| {#5} \mskip-1mu]}
\def\spbaba#1.#2.#3.#4.#5{[\mskip-1mu{#1} 
                  | #2 | #3 | {#4}| {#5}\mskip-1mu\rangle}
\def\tr#1.#2{\text{tr}(#1|#2)}
\def\qb{\bar{q}}
\def\Qb{\bar{Q}}
\def\cA{{\cal A}}
\def\slsh{\rlap{$\;\!\!\not$}}     \def\three{{\bf 3}}
\def\four{{\bf 4}}
\def\five{{\bf 5}}
\begin{align}\label{eq:decomp_spaba1351_spbab2542}
\big\langle \spaba1.\three.\five.1,\, \spbab2.\five.\four.2 \big\rangle = \; &amp;\big\langle \,  \spab1.\three.2,\, \spab1.\four.2,\, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2
\, \big\rangle\; \cap \\
&amp;\big\langle \, \spaba1.\three.\five.1,\, \spbab2.\five.\four.2, |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \, \big\rangle \;, \nonumber
\end{align} \\
\text{because: } |\five|2]\spaba1.\three.\five.1[2| + |1\rangle\spbab2.\five.\four.2\langle1|\five| = \spab1.\five.2 \Big( |\five|2]\langle1|\three| - |1+\three|2]\langle1|\five| \Big) \, ,
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ or between the triangle and box Grams
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\begin{gather}\label{eq:decomp_delta12_34_5_and_delta_12_3_4_5}
  \big\langle \Delta_{12|34|5},\,\Delta_{12|3|4|5} \big\rangle =
  \big\langle
  s_{34},\, \tr1+2.{\three+\four}^2
  \big\rangle \cap
  \big\langle
  \Delta_{12|34|5},\, \tr1+2.{\three-\four}^2 
  \big\rangle \, .
\end{gather}
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Iterated Pole Subtraction (another example) &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Example from triple-Higgs
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: 3mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4}= \frac{\mathcal{N} \leftarrow 2794 \text{ free parameters }}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]Δ_{12|𝟑|𝟒|𝟓}}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 8mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We can prove &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1]$&lt;/span&gt; can be separated, their primary decomposition reads
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 3mm; margin-bottom: 4mm&#34;&gt;
$$ 
\big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1] \big\rangle = \big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1], \text{tr}_5 \big\rangle \cap \big\langle ⟨1|𝟓|𝟒|𝟑|2], ⟨2|𝟑|𝟒|𝟓|1], s_{2𝟑}, s_{1𝟓} \big\rangle
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 4mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Generate two phase space points, one for each branch, and verify the numerator vanishes.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 8mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Similarly, with four evaluations we can prove &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2], Δ_{12|𝟑|𝟒|𝟓}$&lt;/span&gt; can be separated,
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 3mm; margin-bottom: 4mm&#34;&gt;
$$ 
\big\langle ⟨1|𝟓|𝟒|𝟑|2] , \, Δ_{12|𝟑|𝟒|𝟓} \big\rangle= \big\langle M_H, \; 𝟓_{\alpha\dot\alpha}𝟒^{\dot\alpha\beta} \big\rangle \cap \big\langle M_H, \; 𝟒^{\dot\alpha\alpha}𝟑_{\alpha\dot\beta} \big\rangle \cap \big\langle \langle 1 | 𝟑 | 2], \; \langle 1 | 𝟒 | 2], \; \langle 1 | 𝟑 | 𝟒 | 1 \rangle, [2 | 𝟑 | 𝟒 | 2] \big\rangle \cap \big\langle ??? \big\rangle
$$
&lt;/div&gt;&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 2mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ Although we don&#39;t have a complete set of generators for the last branch, we can still sample it.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 6mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ Fit &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2]$&lt;/span&gt; residue by sampling in limit &lt;span style=&#34;font-size: 13pt&#34;&gt;$⟨1|𝟓|𝟒|𝟑|2] \rightarrow 0$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 14pt; margin-top: 4mm; margin-bottom: 10mm&#34;&gt;
$$ 
\hat d^{++}_{12\times 3 \times 4} = \frac{\mathcal{N} \leftarrow 112 \text{ free parameters }}{⟨12⟩²⟨1|𝟓|𝟒|𝟑|2]} + \mathcal{O}(⟨1|𝟓|𝟒|𝟑|2]^0)
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Challenges &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Can we guess the constraints? If not, can we verify them with numerical evaluations? &lt;br&gt;
$\phantom{\circ}\,$ &lt;span style=&#34;text-size: 13pt&#34;&gt;$\mathbb{Q}_p$&lt;/span&gt; evaluations can be costly (probably depending on implementation). &lt;a href=https://arxiv.org/abs/2506.08452&gt; Xia, Yang (&#39;25) &lt;/a&gt; say they are not!
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Ideal intersection can be highly non-trivial:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 13pt; margin-top: 0mm; margin-bottom: 1mm;&#34;&gt;
$$ 
\mathcal{N} \in \langle q_1, q_2 \rangle \cap \langle q_3, q_4 \rangle \stackrel{?}{=} \langle q_1q_3, q_1q_4, q_2q_3, q_2 q_4\rangle 
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Unfortunately not always. This is called a &lt;i&gt;complete intersection&lt;/i&gt; when it holds.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Therefore, either: 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ we compute the intersection explicitly (can be prohibitively hard)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\quad\star\,$ or we have to make a choice of which constrain we manifest
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Computing primary decompositions with these many variables is hard, Singular can&#39;t do it on its own
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\phantom{\circ}\,$ Ongoing project with a masters&#39; student in Edinburgh to improve our ability to compute them.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Even constructing the ansatz requires a GB, which in some cases Singular doesn&#39;t easily give
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ And of course computing the reduction to MIs of the amplitude is not easy in the first place.
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Core Tools - Fully Open Source &lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: 16pt; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     For fleshed out examples see e.g. &lt;a href=https://inspirehep.net/literature/2661970&gt; GDL (ACAT &#39;22)&lt;/a&gt; or &lt;a href=&#34;https://arxiv.org/abs/2504.19909&#34;&gt;Appendix B of 2504.19909&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 2mm;&#34;&gt;
     Install from github (&lt;code style=&#34;font-size:14pt;&#34;&gt;git clone&lt;/code&gt;) or PyPI (&lt;code style=&#34;font-size:14pt;&#34;&gt;pip install&lt;/code&gt;); use of Jupyter is recommended.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;pyadic&lt;/a&gt;&lt;br&gt;
     $\quad\rightarrow$ Finite field $\mathbb{F}_p$ and $p$-adic $\mathbb{Q}_p$ number types, including field extensions &lt;br&gt;
     $\quad\rightarrow$ rational number reconstruction (Wang&#39;s EEA, LGRR, MQRR) &lt;br&gt;
     $\quad\rightarrow$ univariate and multivariante Newthon &amp; univariate Thiele interpolation algorithms in $\mathbb{F}_p$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/syngular/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;syngular&lt;/a&gt; (in the backhand &lt;a href=&#34;https://www.singular.uni-kl.de/index.php.html&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;Singular&lt;/a&gt;  is used for many operations)&lt;br&gt;
     $\quad\rightarrow$ object-oriented algebraic geometry (Field, Ring, Quotient Ring, Ideal) &lt;br&gt;
     $\quad\rightarrow$ ring-agnostic monomials and polynomials (with support for unicode characters, e.g. spinor brackets)&lt;br&gt;
     $\quad\rightarrow$ multivariate solver (Ideal.point_on_variety), under- and over-constrained systems OK &lt;br&gt;
     $\quad\rightarrow$ a semi-numerical prime and primary ideal test (assumes equi-dimensionality of ideal)
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size:16pt; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/lips/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;lips&lt;/a&gt; (Lorentz invariant phase space)&lt;br&gt;
     $\quad\rightarrow$ phase space points over any field ($\mathbb{Q}, \mathbb{Q}[i], \mathbb{R}, \mathbb{C}, \mathbb{Q}_p, \mathbb{F}_p$), including internal and external masses &lt;br&gt;
     $\quad\rightarrow$ evaluate any Mandelstam or spinor expression (custom ast/regex parser) &lt;br&gt;
     $\quad\rightarrow$ generation of any special kinematic configuration (wrapper around Ideal.point_on_variety)
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Wjj_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;br-conclusions-br--br-outlook&#34;&gt;&lt;br&gt; Conclusions &lt;br&gt; &amp;amp; &lt;br&gt; Outlook&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: 36pt; margin-bottom: -6mm;&#34;&gt; Spinor-Helicity Amplitudes Results &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: 18pt; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
     $\circ$ The &lt;span style=&#34;font-size: 15pt;&#34;&gt;$pp\rightarrow Vjj$&lt;/span&gt; coefficient functions are now 1.9 MB (down from 1.4 GB), fast and stable. &lt;br&gt;
     $\phantom{\circ}$ Matrices &lt;span style=&#34;font-size: 15pt;&#34;&gt;$M_{ij}$&lt;/span&gt; account for another 2 MB overall. Transcendental basis at &lt;a href=&#34;https://gitlab.com/pentagon-functions/PentagonFunctions-cpp&#34;&gt;PentagonFunctions++&lt;/a&gt;.
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_b_b.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
    &lt;div style=&#34;padding: 0 10px;&#34;&gt;
        &lt;img src=&#34;CoefficientSizes.png&#34; style=&#34;width: 100%; max-width: 450px; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
    &lt;div style=&#34;padding: 0 10px; &#34;&gt;
        &lt;img src=&#34;h2__g_g__Z_b_b.stability.png&#34; style=&#34;width: 100%; max-width: 550px; border: none; margin-top: 4mm; margin-bottom: 0mm;&#34;&gt;
    &lt;/div&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: 11pt; text-align: right; float: right; margin-top: -10mm; margin-bottom: -3mm;&#34; href=&#34;https://arxiv.org/abs/2404.08598&#34;&gt;
Courtesy of V. Sotnikov, &lt;br&gt;see also Mazzitelli, Sotnikov, Wiesemann (&#39;24)
&lt;/a&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: -2mm;&#34;&gt;
     $\quad\small\rhd$ The complexity split is: quarks NMHV: 100 KB, gluons MHV: 200 KB, gluons NMHV: 1.6 MB.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\quad\small\rhd$ The largest numbers are: quarks NMHV and gluons MHV: 3-digit, gluons NMHV: 12 digits.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\quad\small\rhd$ Pheno ready results for the hard functions are available at &lt;a href=&#34;https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&#34;&gt;FivePointAmplitudes&lt;/a&gt;.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ Amplitudes at &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results&#34;&gt;antares-results&lt;/a&gt;, with &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/index.html&#34;&gt;human readable expr.&lt;/a&gt;, and &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for full amplitude in real kinematics
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 4mm; margin-top: 2mm;&#34;&gt;
     $\circ$ For &lt;span style=&#34;font-size: 14pt&#34;&gt;$t\bar{t}H$&lt;/span&gt; and &lt;span style=&#34;font-size: 14pt&#34;&gt;$HHH$&lt;/span&gt;, efficient Fortran implementation of the analytic expressions in &lt;a href=&#34;https://mcfm.fnal.gov/&#34;&gt;MCFM&lt;/a&gt;
&lt;/div&gt;
&lt;a href=&#34;https://arxiv.org/abs/1909.09117&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Neumann&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1503.06182&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Ellis, Giele;&lt;/a&gt;
&lt;a href=&#34;https://arxiv.org/abs/1105.0020&#34; style=&#34;font-size: 14pt; margin-top: -3mm; margin-right: 2mm; float: right; font-align: right;&#34;&gt; Campbell, Ellis, Williams;&lt;/a&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; A Numerical CAS for Computations in Q-Rings &lt;/b&gt;
     &lt;p style=&#34;margin-top: -2mm; margin-bottom: -=mm; font-size: 16pt;&#34;&gt;
     (partially work in progress)
     &lt;/p&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares&lt;/a&gt; (automated numerical to analytical reconstruction software) &lt;br&gt;
     $\rightarrow$ Univariate slicing, LCD determination, basis change, multivariate partial fractioning strategies, &lt;br&gt;
     $\phantom{\rightarrow}$ constraining of numerators, Ansatz generation and fitting strategies &lt;br&gt;
     $\rightarrow$ Limit analytic manipulations as much as possible, mostly relies on numerical evaluations.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: 16pt; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
     $\circ$ &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/&#34; style=&#34;font-size: 20pt; font-variant: small-caps;&#34;&gt;antares-results&lt;/a&gt; (human readable exprs in &lt;a href=&#34;https://gdelaurentis.github.io/antares-results/&#34;&gt;docs&lt;/a&gt;) with &lt;a href=&#34;https://github.com/GDeLaurentis/antares-results/actions/&#34;&gt;CI tests&lt;/a&gt; for coefficients and/or full amplitudes
&lt;/div&gt;
&lt;div style=&#34;display: flex; justify-content: center; align-items: flex-start; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;antares-results-transparent-combined-v2.png&#34; 
          style=&#34;width: 100%; max-width: 850px; float: left; border: none; margin-top: 2mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!--- 
&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;edmonton.jpg&#34;
  &gt;
 ---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;span style=&#34;font-size: 11pt; &#34;&gt;
    These slides are powered by:&lt;br&gt;
    &lt;span style=&#34;display: block; margin-top: 2mm;&#34;&gt;
        &lt;a href=&#34;https://en.wikipedia.org/wiki/Markdown&#34;&gt;markdown&lt;/a&gt;, 
        &lt;a href=&#34;https://en.wikipedia.org/wiki/HTML&#34;&gt;html&lt;/a&gt;, 
        &lt;a href=&#34;https://revealjs.com/&#34;&gt;revealjs&lt;/a&gt;, 
        &lt;a href=&#34;https://gohugo.io/&#34;&gt;hugo&lt;/a&gt;, 
        &lt;a href=&#34;https://www.mathjax.org/&#34;&gt;mathjax&lt;/a&gt;, 
        &lt;a href=&#34;https://github.com/&#34;&gt;github&lt;/a&gt;
    &lt;/span&gt;
&lt;/span&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Backup slides. &lt;/b&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Effective Pentagons (another non UFD example)&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ As mentioned, pentagons can be reduced to a combination of boxes,
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
\def\mt{m}
\def\mh{M_H}
\def\spa#1.#2{\left\langle#1\,#2\right\rangle}
\def\spb#1.#2{\left[#1\,#2\right]}
\begin{eqnarray}
  &amp;&amp;E_0(p_1,p_2,p_3,p_4;\mt)=
  c^{(1)} D_0(p_2,p_3,p_4;\mt)
  +c^{(2)} D_0(p_{12},p_3,p_4;\mt) \\
  &amp;+&amp;c^{(3)} D_0(p_1,p_{23},p_4;\mt)
  +c^{(4)} D_0(p_1,p_2,p_{34};\mt)
  +c^{(5)} D_0(p_1,p_2,p_3;\mt)\, .
\end{eqnarray}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ We find it useful to write the box coefficients in terms of effective pentagons &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; and boxes &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat d$&lt;/span&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
d^{h_1h_2}_{p_a\times p_b \times p_c } =  \sum_{i=\{i_1,i_2\}} c^{(i)} \hat e_{p_x \times p_y \times p_z \times p_w}+ \hat d^{h_1h_2}_{p_a\times p_b \times p_c }
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\phantom{\circ}$ where the sum involves the two pentagons that pinch to the given box.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The coefficients &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; and &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat d$&lt;/span&gt; are not uniquely defined, but &lt;span style=&#34;font-size: 15pt;&#34;&gt;$\hat e$&lt;/span&gt; has the property of capturing &lt;br&gt;
     $\phantom{\circ}$ the residue of the poles that mix top-mass and kinematic dependence. &lt;br&gt;
     $\phantom{\circ}$ The non-uniqueness comes from, e.g.
&lt;/div&gt;
&lt;div style=&#34;font-size: 15pt; margin-top: 3mm; margin-bottom: 3mm&#34;&gt;
$$
⟨1|2⟩[1|2]⟨1|𝟓|𝟒|𝟑|2]⟨2|𝟑|𝟒|𝟓|1]+m_t^2\text{tr}_5(1|2|𝟑|𝟒)^2=0
$$
&lt;/div&gt;
&lt;hr&gt;
&lt;div style=&#34;margin-top: 2mm; margin-bottom: -2mm&#34;&gt;
     &lt;b style=&#34;font-variant: small-caps; font-size: 32pt&#34;&gt; Example of Code Syntax for Codim-2 Limit&lt;/b&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ This is just a couple of pip install&#39;s aways
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;font-size: 11pt&#34;&gt;field = Field(&#34;padic&#34;, 2 ** 31 - 1, 5)
oPs8pt = Particles(8, field=field, seed=0)
oPs8pt._singular_variety((&#34;s_34-s_56&#34;, &#34;s_56-s_78&#34;, &#39;⟨1|7+8|5+6|3+4|2]&#39;, &#39;⟨2|3+4|5+6|7+8|1]&#39;),
                         (field.digits, field.digits, 1, 1), seed=0,
                         generators=(&#39;s_34-s_56&#39;, &#39;s_56-s_78&#39;, &#39;⟨1|7+8|5+6|3+4|2]&#39;, 
                                     &#39;⟨2|3+4|5+6|7+8|1]&#39;, &#39;tr5(1|2|3+4|5+6)&#39;))
oPs8pt.m_t = field.random()
oPs8pt.m_h = &#34;sqrt(s_34)&#34;
oPs5pt = oPs.cluster([[1, ], [2, ], [3, 4], [5, 6], [7, 8]])
&lt;p&gt;from antares_results.HHH.ggHHH.pp import coeffs as coeffs_pp
coeffs_pp[&amp;rsquo;d_12x3x4&amp;rsquo;](oPsC)
&lt;/code&gt;&lt;/pre&gt;&lt;/p&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;margin-top:-5mm; font-size: 10pt&#34;&gt;130808068*2147483647^-1 + 687356881 + 792807618*2147483647 + 696603492*2147483647^2 + O(2147483647^3)
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     The denominator goes like &lt;span style=&#34;font-size: 13pt&#34;&gt;$p^2$&lt;/span&gt;, but the coefficient goes like &lt;span style=&#34;font-size: 13pt&#34;&gt;$p^{-1} \Rightarrow$&lt;/span&gt; the numerator vanishes linearly.
&lt;/div&gt;
&lt;div style=&#34;font-size: 18pt; text-align: left; margin-bottom: 2mm; margin-top: 5mm; margin-left: 2mm; margin-right: 2mm;&#34;&gt;
     $\circ$ The output is a &lt;span style=&#34;font-size: 15pt&#34;&gt;$p$&lt;/span&gt;-adic number, i.e. a Laurent series in powers of the prime.&lt;br&gt; 
     $\phantom{\circ}$ With finite fields we cannot do this (with just one evaluation)! It would be dividing by zero.
&lt;/div&gt;
&lt;/section&gt;
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</description>
    </item>
    
    <item>
      <title>Modern Methods for the Computation of Scattering Amplitudes</title>
      <link>https://gdelaurentis.github.io/slides/psi-ltp-seminar/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://gdelaurentis.github.io/slides/psi-ltp-seminar/</guid>
      <description>&lt;html&gt;
	&lt;head&gt;
		&lt;link rel=&#34;stylesheet&#34; href=&#34;https://fonts.googleapis.com/css?family=Indie+Flower&#34;&gt;
	&lt;/head&gt;
&lt;/html&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;PSI-aerialview.jpg&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h3 id=&#34;b-modern-methods-for-the-computation-of-scattering-amplitudes-b&#34;&gt;&lt;b&gt; Modern Methods for the Computation of Scattering Amplitudes &lt;/b&gt;&lt;/h3&gt;
&lt;br&gt;
&lt;p&gt;Giuseppe De Laurentis&lt;/p&gt;
&lt;p&gt;LTP Seminar&lt;/p&gt;
&lt;div style=&#34;margin-top: 20mm;&#34;&gt; 
&lt;img src=&#34;paul-scherrer-institute-psi-logo-vector-transparent.png&#34; style=&#34;max-width:280px; float:center; border:none; margin-bottom: -5mm;&#34;&gt;
&lt;p&gt;&lt;span style=&#34;font-size: 14pt; margin-top: -5mm;&#34;&gt; Find these slides at &lt;a href=&#34;https://gdelaurentis.github.io/slides/psi-ltp-seminar/#/&#34;&gt;gdelaurentis.github.io/slides/psi-ltp-seminar&lt;/a&gt; &lt;/span&gt;&lt;/p&gt;
&lt;/div&gt;
&lt;aside class=&#34;notes&#34;&gt;
  &lt;ul&gt;
&lt;li&gt;Only speaker can read these.&lt;/li&gt;
&lt;li&gt;Press S to view.&lt;/li&gt;
&lt;/ul&gt;

&lt;/aside&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCXSection.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;!---
---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Amplitudes and the $\boldsymbol{S}$-Matrix &lt;/b&gt;


&lt;div style=&#34;font-size: x-large&#34;&gt;
$$\langle \text{final state} | S | \text{initial state} \rangle = \underbrace{\delta_{fi}}_{\text{no scattering}} + \underbrace{i(2\pi)^4\delta(p_f-p_i)}_{\text{4-momentum conservation}} \quad \times \; \underbrace{\mathcal{A}_{fi}}_{\text{scattering amplitude}}$$

Or simply: $\; S = 1 + i \, T$&lt;br&gt;&lt;br&gt;

In practice, we want &lt;span style=&#34;background-color: #FFFF007F&#34;&gt;fully-connected, amputated Feynman diagrams&lt;/span&gt;
&lt;/div&gt;

&lt;img src=&#34;ScatteringAmplitudeFeynmanDiagramTransparent.png&#34;; style=&#34;max-width:300px;float:center;border:none;margin-top:-5px;&#34;&gt;
---&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Amplitudes and Cross Sections &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large&#34;&gt;
Amplitudes are a key element for computing cross sections. At hadron colliders, we have:
$$
\displaystyle σ_{2 \rightarrow n - 2} = \sum_{a,b} ∫ dx_a dx_b f_{a/h_1}(x_a, μ_F) \, f_{b/h_2}(x_b, μ_F) \;\hat{σ}_{ab→n-2}(x_a, x_b, μ_F, μ_R) \\[2mm]
\displaystyle \hat{σ}_{n}=\frac{1}{2\hat{s}}\int d\text{LIPS}\;(2π)^4δ^4\big(\sum_{i=1}^n p_i\big)\;|\overline{\mathcal{A}(p_i,\lambda_i,a_i,μ_F, μ_R)}|^2
$$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%;&#34;&gt;
  &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
       &lt;img src=&#34;HiggsDiscoveryPlotTransparent.png&#34;; style=&#34;max-width:430px; float:center; border:none; margin-top: 1mm; margin-bottom: -5mm;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1207.7214&gt;
       	  ATLAS Collaboration (&#39;12)
       &lt;/a&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:50%; float: center; display: inline-block; font-size: x-large;&#34;&gt;
       &lt;img src=&#34;HiggsDiagramTransparent.png&#34;; style=&#34;max-width:200px;float:center;border:none;margin-top:5mm;margin-bottom:0mm&#34;&gt;
       $$\mathcal{A}_{pp\rightarrow h \rightarrow \gamma\gamma} \sim \frac{1}{m_{\gamma\gamma}^2 - m^2_h + i m_h \Gamma_h}$$
       $$\Rightarrow\; \text{Breit–Wigner distribution}$$
  &lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: -2mm; margin-top: -5mm;&#34;&gt; Perturbation Theory &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 0mm;&#34;&gt;
$$\displaystyle \mathcal{A}_n / \alpha_s^k = \mathcal{A}_n^{\text{tree}} + \underbrace{\left(\frac{\alpha_s}{2\pi}\right) \mathcal{A}_n^{1-\text{loop}}}_{\sim 10\%} + \underbrace{\left(\frac{\alpha_s}{2\pi}\right)^2 \mathcal{A}_n^{2-\text{loop}}}_{\sim 1\%}$$
&lt;p&gt;Better predictions require both &lt;span style=&#34;background-color: #FFFF007F&#34;&gt;more loops&lt;/span&gt; and &lt;span style=&#34;background-color: #FFFF007F&#34;&gt;higher multiplicity&lt;/span&gt;.&lt;/p&gt;
&lt;/div&gt;
&lt;!---
&lt;table width=50% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-bottom: 8mm; margin-top: 8mm&#34;&gt;
  &lt;tr class=&#34;greenline&#34;&gt;
    &lt;td colspan=&#34;2&#34;, rowspan=&#34;2&#34;&gt; &lt;div id=&#34;rot90&#34;&gt; &lt;center&gt; &lt;b&gt; $\mathcal{A}_{n-gluons}^{\ell-loops} \propto g_s^{n-2+2\ell} $ &lt;/b&gt; &lt;/center&gt; &lt;/div&gt; &lt;/td&gt;
    &lt;td colspan=&#34;4&#34;&gt; &lt;center&gt; multiplicity $(n)$ &lt;/center&gt; &lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;4&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;5&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;6&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;7&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td rowspan=&#34;3&#34;&gt; &lt;center&gt; loops ($\ell$) &lt;/center&gt; &lt;/td&gt;
    &lt;td&gt;&lt;b&gt;0&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;2&lt;/td&gt;
    &lt;td&gt;3&lt;/td&gt;
    &lt;td&gt;4&lt;/td&gt;
    &lt;td&gt;5&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;1&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;4&lt;/td&gt;
    &lt;td&gt;5&lt;/td&gt;
    &lt;td&gt;6&lt;/td&gt;
    &lt;td&gt;7&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;2&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;6&lt;/td&gt;
    &lt;td&gt;7&lt;/td&gt;
    &lt;td&gt;8&lt;/td&gt;
    &lt;td&gt;9&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
---&gt;
&lt;div style=&#34;width:100%; float: center; display: inline-block; text-align: center; margin-top: 2mm;&#34;&gt;
     &lt;img src=&#34;ModSquareAmplitude.png&#34; style=&#34;max-width:650px; float:center; border:none; margin-top: 1mm; margin-bottom: -5mm;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 5mm;&#34;&gt;
Processes with additional soft or collinear radiation are indistinguishable from the Born.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 8mm;&#34;&gt;
More loops $\rightarrow$ analytical complexity; &amp;nbsp more legs $\rightarrow$ algebraic complexity.
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;
   State-of-the-Art
&lt;/b&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 7mm;&#34;&gt;
     $\circ\,$ Focus on all-gluon scattering, as a representative example.
&lt;/div&gt;
&lt;br&gt;
&lt;table width=60% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-bottom: 8mm; margin-top: 2mm; font-size: 16pt;&#34;&gt;
  &lt;tr class=&#34;greenline&#34;&gt;
    &lt;td colspan=&#34;2&#34;, rowspan=&#34;2&#34;&gt; &lt;div id=&#34;rot90&#34;&gt; &lt;center&gt; &lt;b&gt; $\mathcal{A}_{n-gluons}^{\ell-loops}$ &lt;/b&gt; &lt;/center&gt; &lt;/div&gt; &lt;/td&gt;
    &lt;td colspan=&#34;5&#34;&gt; &lt;center&gt; multiplicity $(n)$ &lt;/center&gt; &lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;4&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;5&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;6&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;7&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;8&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td rowspan=&#34;4&#34;&gt; &lt;center&gt; loops ($\ell$) &lt;/center&gt; &lt;/td&gt;
    &lt;td&gt;&lt;b&gt;0&lt;/b&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;1&lt;/b&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34; &gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;yellow&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;yellow&#34;&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;2&lt;/b&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;99FF00&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;3&lt;/b&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;green&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
    &lt;td bgcolor=&#34;red&#34;&gt;&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$Three-loop four-point (analytic)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2112.11097&gt;
   Caola, Chakraborty, Gambuti, von Manteuffel, Tancredi (&#39;21)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$Two-loop five-point (analytic)
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     &amp;nbsp (Leading Color)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
   Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$One-loop six-point (analytic)
&lt;/div&gt;
&lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     &amp;nbsp (Previous results involve taking limits, sqrts, etc..)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$One-loop beyond six-point (solved, but only numerically)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1907.13071&gt;
   OpenLoops,&amp;nbsp$\dots$
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1605.01090&gt;
   Recola,&amp;nbsp
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1312.7140&gt;
   Njet,&amp;nbsp
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1112.3940&gt;
   BlackHat,&amp;nbsp
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$Tree (solved)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1010.3991&gt;
   Dixon, Henn, Plefka, Schuster (&#39;10); $\dots$
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/hep-th/0501052&gt;
   Britto, Cachazo, Feng, Witten;&amp;nbsp
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://www.sciencedirect.com/science/article/abs/pii/0550321388904427&gt;
   Berends, Giele;&amp;nbsp
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 id=&#34;the-structure-of-br-scattering-amplitudes&#34;&gt;The structure of &lt;br&gt; Scattering Amplitudes&lt;/h1&gt;
&lt;!---
---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 30mm;&#34;&gt; &lt;span style=&#34;color: green&#34;&gt;Dynamics&lt;/span&gt; and &lt;span style=&#34;color: red&#34;&gt;Kinematics&lt;/span&gt; &lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 10mm;&#34;&gt;Color ordering at tree level ($T$&#39;s are $SU(N_c)$ generators)&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 5mm;&#34; href=https://www.sciencedirect.com/science/article/pii/0550321387906043?ref=pdf_download&amp;fr=RR-2&amp;rr=7c49373aad8e3b51&gt;
   Berends, Giele (&#39;80s)
&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; margin-top: 1mm;&#34;&gt;
$$\displaystyle \mathcal{A}^{tree}_{n}({p_i, λ_i, a_i}) = \; g^{n-2} \sum_{σ\in S_n/Z_n} \color{green}{\text{Tr}(T^{a_σ(1)}\dots T^{a_σ(n)})} \; \color{red}{A^{tree}_n(σ(p_1^{λ_1}),\dots ,σ(p_n^{λ_n}))}\\[8mm]$$
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 10mm;&#34;&gt;and one loop&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 5mm;&#34; href=https://www.sciencedirect.com/science/article/pii/055032139190567H?ref=pdf_download&amp;fr=RR-2&amp;rr=7c4937405f2d3b51&gt;Bern, Kosower (&#39;91)&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; margin-top: 1mm;&#34;&gt;
$$\displaystyle\mathcal{A}^{1-loop}_{n}({p_i, λ_i, a_i}) = \; g^{n} \sum_{σ\in S_n/Z_n} \color{green}{N_{c}\text{Tr}(T^{a_σ(1)}\dots T^{a_σ(n)})} \; \color{red}{A^1_{n;1}(σ(p_1^{λ_1}),\dots ,σ(p_n^{λ_n}))} \\
\displaystyle + \sum_{c = 2}^{\lfloor n/2 \rfloor + 1}\sum_{σ\in S_n/Z_{n;c}} \color{green}{\text{Tr}(T^{a_σ(1)}\dots T^{a_σ(c-1)})\text{Tr}(T^{a_σ( c)}\dots T^{a_σ(n)})} \;  \color{red}{A^1_{n;c}(σ(p_1^{λ_1}),\dots ,σ(p_n^{λ_n}))}$$
&lt;/div&gt;

&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 10mm;&#34;&gt;We will focus on &lt;span style=&#34;background-color: #FFFF007F&#34;&gt;&lt;i&gt;color-ordered&lt;/i&gt; amplitudes&lt;/span&gt; $A^\ell_n$&lt;/div&gt;

---&gt;
&lt;hr&gt;
&lt;div style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 0mm; font-weight: bold;&#34;&gt; &lt;span style=&#34;color: orange&#34;&gt;Rational&lt;/span&gt; and &lt;span style=&#34;color: red&#34;&gt;Transcendental&lt;/span&gt; &lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-bottom: 5mm; margin-top: 5mm&#34;&gt;
     Decomposition in terms of &lt;b&gt; master integrals &lt;/b&gt; 
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 5mm&#34; href=https://arxiv.org/abs/0712.1851&gt;Ellis, Zanderighi&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 5mm&#34; href=https://arxiv.org/abs/hep-ph/9212308&gt;Bern, Dixon, Kosower;&amp;nbsp&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 5mm&#34; href=https://www.sciencedirect.com/science/article/pii/0550321379906059?ref=pdf_download&amp;fr=RR-2&amp;rr=7c4afcac1f343b58&gt;&#39;t Hooft, Veltman;&amp;nbsp&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 10mm;&#34;&gt;
$$A^{1-\text{loop},D=4}_{n} = \sum_i \color{orange}{d_i} \color{red}{I^i_{Box}} + \sum_i \color{orange}{c_i} \color{red}{I^i_{Triangle}} + \sum_i \color{orange}{b_i} \color{red}{I^i_{Bubble}} + \sum_i \color{orange}{a_i} \color{red}{I^i_{Tadpoles}} + \color{orange}{R}$$
&lt;/div&gt;
&lt;div style=&#34;width:90%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;one-loop-decomposition-transparent.png&#34; style=&#34;max-width:750px;float:center;border:none;margin-top:-5px;&#34;&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-bottom: 5mm;&#34;&gt;
     In general, in $D= 4- 2 \epsilon$, for a suitable choice of master integrals 
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom:10mm&#34;&gt;
$$ A^{\ell-loop}_n = \sum_{i \in \text{masters}} \frac{\color{orange}{c_i}(\vec p, \vec \lambda, \epsilon) \, \color{red}{I_i}(\vec p, \epsilon)}{\prod_j (\epsilon - a_{ij})}\;, \quad \text{with} \quad a_{ij} \in \mathbb{Q}$$
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-bottom: 10mm;&#34;&gt;
    $\kern30mm \cdot$ the coefficients $c_i$ are &lt;span style=&#34;color: orange&#34;&gt;rational&lt;/span&gt; in $p_i$ and polynomial in $\epsilon$, &lt;br&gt;
    $\kern30mm \cdot$ the master integrals $I_i$ are &lt;span style=&#34;color: red&#34;&gt;transcendental&lt;/span&gt;, &lt;br&gt;
    $\kern30mm \cdot$ the $a_{ij}$ are rational numbers ($a_{ij} \in \mathbb{Q}$)
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; 
Feynman diagram by Feynman diagram 
&lt;/b&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;     
     $\circ\,$ Analytic computations can get very complicated very quickly. For example, for $A^{\text{tree}}_{5-\text{gluons}}$:
&lt;/div&gt;
&lt;br&gt;
&lt;img src=&#34;Five_gluons_mess-transparent.png&#34; style=&#34;max-width: 450px; float: center; border: none; margin-top: -5px;&#34;&gt;
&lt;br&gt;
&lt;!---
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;     
     $(k_1 \cdot k_4) (\varepsilon_2 \cdot k_2) (\varepsilon_1 \cdot \varepsilon_3) (\varepsilon_4 \cdot \varepsilon_5)$
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     $\phantom{\circ}\,$ with $k_i$ 4-momenta, and $\varepsilon_i$ polarization tensors. &lt;br&gt;&lt;br&gt;
     $\circ\,$ This is for a tree-level 5-gluon amplitude, which can be simplified to
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$This amplitude can be written as just
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://www.sciencedirect.com/science/article/pii/0550321388904427&gt;
   Berends, Giele (&#39;88)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://journals.aps.org/prl/pdf/10.1103/PhysRevLett.56.2459&gt;
   Parke, Taylor (&#39;86),&amp;nbsp
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: 22pt; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
$|A^{tree}(1^{+}_{g}2^{+}_{g}3^{+}_{g}4^{-}_{g}5^{-}_{g})|^2 = \frac{s_{45}^{4}}{s_{12}s_{23}s_{34}s_{45}s_{51}}$
&lt;/div&gt;
&lt;!---
---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Spinor Helicity Basics &lt;/b&gt;
&lt;br&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 10mm;&#34;&gt;
     $\circ\,$ The spinors $\lambda, \bar\lambda$ can be expressed in terms of 4-momentum components as:
&lt;/div&gt;

&lt;font size=5&gt;$$
\lambda\_\alpha=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^0+p^3 \\\ p^1+ip^2\end{pmatrix} \, , \;\;
\bar\lambda\_{\dot\alpha}=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^0+p^3 \\\ p^1-ip^2\end{pmatrix} 
$$&lt;/font size&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 10mm;&#34;&gt;
     $\circ\,$ Indices are raised with the metric $\epsilon^{\alpha\beta}=\epsilon^{\dot\alpha\dot\beta}$, which is the Levi-Civita symbol.
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 7mm;&#34;&gt;
     $\circ\,$ Lorentz-invariant &lt;i&gt; spinor brackets &lt;/i&gt; are built by contracting the Lorentz-covariant spinor
&lt;/div&gt;

&lt;font size=5&gt;
$$
⟨ij⟩ = λ_iλ_j = (λ_i)^α(λ_j)_α \quad \quad \quad [ij] = \barλ_i\barλ_j = (\barλ_i)\_\dotα(\barλ_j)^\dotα
$$
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;ComputingClusterImage.jpg&#34;
  &gt;

&lt;h1 id=&#34;how-do-we-compute-scattering-amplitudes-efficiently&#34;&gt;How do we compute Scattering Amplitudes efficiently?&lt;/h1&gt;
&lt;!---
---

&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Recursion Relations for Trees &lt;/b&gt;


&lt;div style=&#34;font-size: x-large; float: left;&#34;&gt;
$\circ$ Off-mass-shell recursion for tree (Berends-Giele)
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; float: left;&#34;&gt;
$\circ$ On-mass-shell recursion for tree (Britto-Chacazo-Feng-Witten)
&lt;/div&gt;
---&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Multi-Loop Amplitudes from Trees &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
$\circ$ Generalized unitarity relates products of tree amplitudes to loop amplitudes
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: -5mm; margin-left: 5mm;&#34;&gt;
	&lt;div style=&#34;font-size: x-large; width:60%; float: left; text-align: center; display: inline-block; margin-top: 0mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \prod_{\text{trees}} A^{\text{tree}}(\vec k, \vec\ell|_{\text{cut}}) = \sum_{\substack{\text{topologies}\, \Gamma, \\ i \in M_\Gamma \cup S_\Gamma}} \colorbox{yellow}{$c_{i,\Gamma}(\vec k)$} \left( \frac{m_{i,\Gamma}(\vec k, \vec\ell|_{\text{cut}})}{\displaystyle \prod_{\text{props}\,j} \rho_{j}(\vec k, \vec\ell|_{\text{cut}})} \right)
	     $$
	     $$
	     \left. \begin{aligned}
	     \underline{\text{Master integrals}}: \; &amp; \int d^{D}\vec \ell \; \frac{m_{i\in M_\Gamma}}{\small \prod_j \rho_j} \neq 0 \\
	     \underline{\text{Surface terms}}: \; &amp; \int d^{D}\vec \ell \; \frac{m_{i\in S_\Gamma}}{\small \prod_j \rho_j} = 0 \\
	     \end{aligned} \right\} \; \begin{aligned} &amp; \text{Complex} \\ &amp; \text{problem!} \end{aligned}
	     $$
	&lt;/div&gt;
	&lt;div style=&#34;width:40%; float: right; display: inline-block;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center; display: inline-block; margin-top: 5mm;&#34;&gt;
	     	  &lt;tt&gt; C++ code &lt;/tt&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: -5mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:5mm&#34;&gt; Abreu, Dormans, Febres Cordero, Ita &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
	&lt;div style=&#34;font-size: x-large; width:50%; float: left; text-align: left; display: inline-block; margin-top: 10mm;&#34;&gt;
	     $\circ$ The diagram on the right shows as example a one-loop box coefficient. &lt;br&gt;&lt;br&gt;
     	     $\circ$ In general, need to solve linear systems for the coefficients $c_{i,\Gamma}$. &lt;br&gt;
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;BoxCoefficient.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 0mm; margin-left: 0mm; margin-bottom: 0mm;&#34;&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Analytics from Numerics &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    Problem: direct analytic computation of the $c_{i,\Gamma}$ is not feasible.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;     
     $\circ\,$ Floating-point evaluations ($\mathbb{R}$ or $\mathbb{C}$) would be sufficient for phenomenology. &lt;br&gt;
     $\phantom{\circ}\,$ But they are so unstable, even this won&#39;t work.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;    
     $\circ\,$ Could try rational inputs ($\mathbb{Q}$), but integers grow way too large at intermediate stages.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;color: green&#34;&gt; Finite fields &lt;/span&gt; ($\mathbb{F}_p$) come to the rescue. &lt;br&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
   Peraro (&#39;16)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
   von Manteuffel, Schabinger (&#39;14),&amp;nbsp
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\phantom{\circ}\,$ These are integers modulo a prime number $p$ (no precision issue!): &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 10mm; margin-left: 5mm;&#34;&gt;
 $\phantom{\circ}\,$ $\mathbb{F}_p = \{0, 1, 2, \dots, p-1\} \quad \text{with operations} \quad \{+, -, \times, \div \}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ The prime $p$ needs to be large, to avoid accidental &lt;tt&gt; DivisionByZero &lt;/tt&gt;.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ But we can&#39;t do phenomenology with $\mathbb{F}_p$ ! &lt;br&gt;&lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    Solution: sample $c_{i,\Gamma}$ in $\mathbb{F}_p$ $\;\Rightarrow\;$ reconstruct analytic expression for $c_{i,\Gamma}$
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Finite Fields &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;     
     $\circ\,$ Any rational number, other than multiples of $1/p$, has an equivalent in the finite field $\mathbb{F}_p$.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ For example, let&#39;s work with $p=7$, i.e. with $\mathbb{F}_7 = \{0, 1, 2, 3, 4, 5, 6\}$:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 5mm;&#34;&gt;
     $-1$ is the additive inverse of 1
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 2mm;&#34;&gt;
     $\Rightarrow \quad -1=6$ in $\mathbb{F}_7$, because $1+6 = 7 \, \% \, 7 = 0$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 10mm; &#34;&gt;
     $\frac{1}{3}$ is the multiplicative inverse of 3
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 2mm; &#34;&gt;
     $\Rightarrow \quad \frac{1}{3}=5$ in $\mathbb{F}_7$, because $3 \times 5 = 15 \, \% \, 7= 1$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; float: center; margin-top: 4mm; &#34;&gt;
     $\phantom{\circ}\,$ The &lt;i&gt;Euclidean algorithm&lt;/i&gt; allows to compute inverses without checking every entry.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ Numbers cannot grow out of control!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $\frac{14611884945785561885978841755360860231120837652831038320107}{1853742276676202006476394341472012983521981235200}=1251868773$ in $\mathbb{F}_{2147483647}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 4mm;&#34;&gt;
     $\phantom{\circ}\,$ $2147483647$ is $(2^{31}-1)$ which is the largest possible value $p$ working with 32-bits.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;matrix.png&#34;
  &gt;

&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Common-Denominator Ansatz &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 4mm;&#34;&gt;
$\circ\,$ In least-common-denominator (LCD) form, we have
&lt;/div&gt;
---&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle c_{i,\Gamma}(\vec x) = \frac{\text{Num. poly}(\vec x)}{\text{Denom. poly}(\vec x)} = \frac{\text{Num. poly}(\vec x)}{\prod_j W_j(\vec x)}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Interpolation in one variable (continued fraction)
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 0mm;&#34; href=https://en.wikipedia.org/wiki/Thiele%27s_interpolation_formula&gt;
   Thiele (1909)
&lt;/a&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 3mm; margin-bottom: 5mm;&#34;&gt;
$c_{i,\Gamma}(t) = c_{i,\Gamma}(t_0) + \frac{t-t_0}{\frac{t_0 - t_1}{c_{i,\Gamma}(t_0)-c_{i,\Gamma}(t_1)}+\frac{t-t_2}{\dots + \frac{t-t_3}{\dots}}} = \frac{\text{Num. poly}(t)}{\text{Denom. poly}(t)}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
$\phantom{\circ}\,$ Match denominator factors of $c_{i,\Gamma}(t)$ to $W_j(t)$ $\Rightarrow$ obtain the denominator (this is the easy part).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm; &#34;&gt;
$\circ\,$ The numerator is &lt;b&gt; much &lt;/b&gt; more complicated, in general
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   For spinors: GDL, Maître (2019)
&lt;/a&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: -5mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\vec x) = \sum_{\vec \alpha} c_{\vec\alpha} \; x_1^{\alpha_1} \dots x_{m}^{\alpha_{m}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ To solve the system must sample as many times as there are undertermined $c_{\vec\alpha}$&#39;s.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Tools of the Trade &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large&#34;&gt;
$\circ\,$ In practice, using spinors $m = n(n-1)$ and there are constraints on $\vec \alpha$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha$
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha$ &lt;br&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:350px; float:center; border:none; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm;&#34;&gt;
$\circ\,$ Solving linear systems with CUDA in $\mathbb{C}$ or $\mathbb{F}_{p\leq 2^{31}-1}$ (currently private code)
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm;&#34;&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;table&gt;
	     &lt;tr&gt;
	     &lt;th style=&#34;text-align:center&#34;&gt;System Size&lt;/th&gt;
	     &lt;th style=&#34;text-align:center&#34;&gt;Timing&lt;/th&gt;
	     &lt;/tr&gt;
	     &lt;tr&gt;
	     &lt;td style=&#34;text-align:center&#34;&gt;8192&lt;/td&gt;
	     &lt;td style=&#34;text-align:center&#34;&gt;8 s&lt;/td&gt;
	     &lt;/tr&gt;
	     &lt;tr&gt;
	     &lt;td style=&#34;text-align:center&#34;&gt;16384&lt;/td&gt;
	     &lt;td style=&#34;text-align:center&#34;&gt;51 s&lt;/td&gt;
	     &lt;/tr&gt;
	     &lt;tr&gt;
	     &lt;td style=&#34;text-align:center&#34;&gt;32768&lt;/td&gt;
	     &lt;td style=&#34;text-align:center&#34;&gt;6m 30s&lt;/td&gt;
	     &lt;/tr&gt;
	     &lt;/table&gt;
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block;&#34;&gt;
	     &lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 8mm; margin-bottom: 5mm;&#34;&gt;
		with RTX 2080ti 11GB  &lt;br&gt;
		the absolute maximum is 52440 unknowns
	     &lt;/div&gt;
	     &lt;br&gt;
	     (thanks gpu-Merlin!)
	     &lt;!--- &lt;img src=&#34;2080ti.png&#34;; style=&#34;max-width:200px; float:center; border:none; margin-top: 7mm; margin-bottom: 0mm;&#34;&gt; ---&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Taming the Algebraic Complexity &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    Problem: the least-common-denominator form is overly complex. &lt;br&gt;
    Its numerator can easily exceed &lt;u&gt;1 million&lt;/u&gt; monomials (e.g. 5-point 1-mass processes).
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 4mm; margin-top: 9mm;&#34;&gt;
$\circ\,$ For example, taking homogeneous expressions in 5 variables
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$\displaystyle c_{i,\Gamma}(x_1, \dots, x_5) = \frac{\text{126 monomials of degree 5}}{x_1x_2x_3x_4x_5}$ &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 4mm; margin-top: 5mm;&#34;&gt;
$\phantom{\circ\,}$ but say we knew that $x_1x_2$ don&#39;t appear in the same denominator as the others, then
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$\displaystyle c_{i,\Gamma}(x_1, \dots, x_5) = \frac{\text{15 monomials of degree 2}}{x_1x_2}+\frac{\text{35 monomials of degree 3}}{x_3x_4x_5}$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    Goal: use partial-fraction decompositions, &lt;br&gt;
    but how to achieve this without an analytic expression?
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;the-geometry-of-phase-space&#34;&gt;The Geometry of Phase Space&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;based on: &lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator Redux &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 7mm;&#34;&gt;
$\circ\,$ Can&#39;t draw pictures in high (complex) dimensions, so let&#39;s consider the simplified case $\mathbb{R}[x, y, z]$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large&#34;&gt;
$\circ\,$ Denominator factors $W_j$ correspond to &lt;i&gt; singular surfaces &lt;/i&gt;.
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V1.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{orange}W_1 = (xy^2 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: left; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     Say we have:
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: center; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     $W_1 = xy^2 + y^3 - z^2$ &lt;br&gt;
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: left; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     A function $c_i(x,y,z)$ may or may not have $W_1$ as a pole, depending on what happens on the orange surface
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: center; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     $\displaystyle \lim_{W_j \rightarrow \epsilon} c_i(x,y,z) \sim \frac{1}{\epsilon^{q_{ij}}} $
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    The LCD tells us about what happens on surfaces with one less dimension than the full space.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ To distinguish $\displaystyle \frac{1}{W_1W_2}$ from $\displaystyle \frac{1}{W_1} + \frac{1}{W_2}$, look at $W_1 \sim W_2 \rightarrow \epsilon \ll 1$. Geometrically:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:33%; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V1.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{orange}W_1 = (xy^2 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:33%; float: center; display: inline-block;  font-size: x-large;&#34;&gt;
	     &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{blue}W_2 = (x^3 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:33%; float: right; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V3.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     $V(W_1) \cap V(W_2)$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ &lt;i&gt; Primary decompositions &lt;/i&gt; of sets of polynomials (&lt;i&gt; ideals &lt;/i&gt;), anogous to integers:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:30%; float: left; display: inline-block;&#34;&gt;
	     $60 = 5 \times 3 \times 2^2$
	&lt;/div&gt;
	&lt;div style=&#34;width:70%; float: right; display: inline-block;&#34;&gt;
	     $({\color{orange}xy^2 + y^3 - z^2}, {\color{blue}x^3 + y^3 - z^2}) = \\
	     {\color{magenta}(z^2,x+y)} \cup {\color{green}(y^3-z^2,x)} \cup {\color{red}(2y^3-z^2,x-y)}$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 7mm;&#34;&gt;
    Partial-fraction decompositions tell us about the relations between poles.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 5mm;&#34;&gt;
   Upcoming Results
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large&#34;&gt;
$\circ\,$ First two-loop computation in full color ($N_c$ dependence) for $q\bar q \rightarrow \gamma \gamma \gamma$ &lt;br&gt;
&lt;/div&gt;
&lt;table width=110% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-left: -12mm; margin-bottom: 8mm; margin-top: 8mm; font-size: x-large;&#34;&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;Kinematics&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;# Poles ($W$)&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;LCD Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Partial-Fraction Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Rational Functions&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point massless&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;30&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;29k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;4k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$200 KB&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ Updated two-loop leading-color amplitudes for $pp \rightarrow Wjj$, now in spinor helicity
&lt;/div&gt;
&lt;table width=100% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-bottom: 8mm; margin-top: 8mm; font-size: x-large;&#34;&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;Kinematics&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;# Poles ($W$)&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;LCD Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Partial-Fraction Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Rational Functions&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point 1-mass&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;200&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;5M&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$40k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$25 MB&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\phantom{\circ\,}$ First computed in
&lt;a  href=https://arxiv.org/abs/2110.07541&gt;
Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov
&lt;/a&gt; (1.2 GB)
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Try it yourself &lt;/b&gt;&lt;/p&gt;
&lt;code style=&#34;font-size: xx-large&#34;&gt;
pip install &lt;a href=&#34;https://github.com/GDeLaurentis/lips&#34;&gt;lips&lt;/a&gt; &lt;a href=&#34;https://github.com/GDeLaurentis/pyadic&#34;&gt;pyadic&lt;/a&gt;
&lt;/code&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Thanks for your attention! &lt;/b&gt;&lt;/p&gt;
&lt;br&gt;
&lt;p&gt;&lt;b&gt; Questions? &lt;/b&gt;&lt;/p&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;absolute-values-br-on-the-rationals&#34;&gt;Absolute Values &lt;br&gt; on the Rationals&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; $\boldsymbol p\,$-adic Numbers &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;     
     $\circ\,$ We have again a problem &lt;b&gt; in a finite field &lt;/b&gt; 1 is not smaller than 2. In fact:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;     
     $|x = 0|_{\mathbb{F}_p} = 0 \quad \text{and} \quad |x \neq 0|_{\mathbb{F}_p} = 1$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;     
     $\phantom{\circ}\,$ Can&#39;t easily take limits, without dividing by zero.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm&#34;&gt;
    $\circ\,$ A $p$-adic number $x \in \mathbb{Q}_p$ is Laurent expansion in powers of the prime $p$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;     
     $x = a_{\nu_p} p^{\nu_p} + \dots + a_{-1}p^{-1} + a_{0} p^{0} + a_1 p^1 + \dots $
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm&#34;&gt;
    $\circ\,$ The $p$-adic absolute value is defined as (note the minus sign!)
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;     
     $|x|_{\mathbb{Q}_p} = p^{-\nu_p} \quad \Rightarrow \quad |p|_{\mathbb{Q}_p} &lt; |1|_{\mathbb{Q}_p} &lt; |\frac{1}{p}|_{\mathbb{Q}_p}$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 7mm;&#34;&gt;
    Retain integer arithmetics, while restoring the ability to take limits!
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;python-packages&#34;&gt;Python Packages&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; pyAdic &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ &lt;tt&gt;Pyadic&lt;/tt&gt; provides flexible number types for finite fields and $p$-adic numbers in Python. &lt;br&gt; Related algorithms, such as rational reconstruction are also implemented.
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;text-align: left; font-size: large; float: left; width: 100%; margin-left: -10mm;&#34;&gt; from pyadic import ModP
 from fractions import Fraction as Q
 ModP(Q(7, 13), 2147483647)
 &lt;&lt;&lt; 1817101548 % 2147483647
 # Can also go back to rationals
 from pyadic.finite_field import rationalise
 rationalise(ModP(Q(7, 13), 2147483647))
 &lt;&lt;&lt; Fraction(7, 13)
&lt;/code&gt;&lt;/pre&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Lips &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ &lt;tt&gt;Lips&lt;/tt&gt; is a phase-space generator and manipulator for 4-dimensional kinematics in any field, $\mathbb{C}, \mathbb{F}_p, \mathbb{Q}_p, \mathbb{Q}[i]$. It is particularly useful for spinor-helicity computations.
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;text-align: left; font-size: large; float: left; width: 100%; margin-left: -10mm;&#34;&gt; from lips import Particles
 from lips.fields.field import Field
 # Random finite field phase space point, arbitrary multiplicity
 multiplicity = 5
 PSP = Particles(multiplicity, field=Field(&#34;finite field&#34;, 2 ** 31 - 1, 1), seed=0)
 # Evaluate an arbitrary complicated expression
 PSP(&#34;(8/3s23⟨24⟩[34])/(⟨15⟩⟨34⟩⟨45⟩⟨4|1+5|4])&#34;)
 &lt;&lt;&lt; 683666045 % 2147483647
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ It can also be used to generate points in singular configuration.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;spinor-helicity&#34;&gt;Spinor Helicity&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;  Representations of the Lorentz group &lt;/b&gt;&lt;/p&gt;
&lt;font size=5&gt;
(Recall: $\mathfrak{so}(1, 3)_\mathbb{C} \sim \mathfrak{su}(2) \times \mathfrak{su}(2)$)
&lt;/font size&gt; 
&lt;font size=5&gt;
&lt;table&gt;
  &lt;thead&gt;
    &lt;tr&gt;
      &lt;th&gt;$(j_{-},j_{+})$&lt;/th&gt;
      &lt;th&gt;dim.&lt;/th&gt;
      &lt;th&gt;name&lt;/th&gt;
      &lt;th&gt;quantum field&lt;/th&gt;
      &lt;th&gt;kinematic variable&lt;/th&gt;
    &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
    &lt;tr&gt;
      &lt;td&gt;(0,0)&lt;/td&gt;
      &lt;td&gt;1&lt;/td&gt;
      &lt;td&gt;scalar&lt;/td&gt;
      &lt;td&gt;$h$&lt;/td&gt;
      &lt;td&gt;m&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(0,1/2)&lt;/td&gt;
      &lt;td&gt;2&lt;/td&gt;
      &lt;td&gt;right-handed Weyl spinor&lt;/td&gt;
      &lt;td&gt;$\chi_{R\,\alpha}$&lt;/td&gt;
      &lt;td&gt;$\lambda_\alpha$&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(1/2,0)&lt;/td&gt;
      &lt;td&gt;2&lt;/td&gt;
      &lt;td&gt;left-handed Weyl spinor&lt;/td&gt;
      &lt;td&gt;$\chi_L^{\,\dot\alpha}$&lt;/td&gt;
      &lt;td&gt;$\bar{\lambda}^{\dot\alpha}$&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(1/2,1/2)&lt;/td&gt;
      &lt;td&gt;4&lt;/td&gt;
      &lt;td&gt;rank-two spinor/four vector&lt;/td&gt;
      &lt;td&gt;$A^\mu/A^{\dot\alpha\alpha}$&lt;/td&gt;
      &lt;td&gt;$P^\mu/P^{\dot\alpha\alpha}$&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(1/2,0)$\oplus$(0,1/2)&lt;/td&gt;
      &lt;td&gt;4&lt;/td&gt;
      &lt;td&gt;bispinor (Dirac spinor)&lt;/td&gt;
      &lt;td&gt;$\Psi$&lt;/td&gt;
      &lt;td&gt;$u, v$&lt;/td&gt;
    &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;/font size&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;  Spinor Covariants &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;p&gt;Weyl spinors are sufficient for massless particles:&lt;/p&gt;
&lt;font size=5&gt;
$\text{det}(P^{\dot\alpha\alpha})=m^2 \rightarrow 0 \quad \Longrightarrow \quad P^{\dot\alpha\alpha} = \bar\lambda^{\dot\alpha}\lambda^\alpha$.
&lt;/font size&gt;
&lt;br&gt;
&lt;p&gt;In terms of 4-momentum components we have:&lt;/p&gt;
&lt;font size=5&gt;
$$
\lambda\_\alpha=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^0+p^3 \\\ p^1+ip^2\end{pmatrix} \, , \;\;\; \lambda^\alpha=\epsilon^{\alpha\beta} \lambda_\beta =\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^1+ip^2 \\\ -p^0+p^3\end{pmatrix}
$$
&lt;/font size&gt;
&lt;font size=5&gt;
$\bar\lambda\_{\dot\alpha}=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^0+p^3 \\\ p^1-ip^2\end{pmatrix} \, , \;\;\; \bar\lambda^{\dot\alpha}=\epsilon^{\dot\alpha\dot\beta}\bar\lambda_{\dot\beta}=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^1-ip^2 \\\ \-p^0+p^3\end{pmatrix}$
&lt;/font size&gt;
&lt;br&gt;
&lt;font size=5&gt;
$$
\bar\lambda\_{\dot\alpha} = (\lambda\_\alpha)^* \quad if \quad p^i \in \mathbb{R}; \quad \quad \bar\lambda\_{\dot\alpha} \neq (\lambda\_\alpha)^* \quad if \quad p^i \in \mathbb{C}
$$
&lt;/font size&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;  Spinor Invariants &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;font size=5&gt;
$$
⟨ij⟩ = λ_iλ_j = (λ_i)^α(λ_j)_α \quad \quad \quad [ij] = \barλ_i\barλ_j = (\barλ_i)\_\dotα(\barλ_j)^\dotα
$$
$$
s_{ij} = ⟨ij⟩[ji]
$$
$$
⟨i\;|\;(j+k)\;|\;l] = (λ_i)^α (\not P_j + \not P_k )\_{α\dotα} \barλ_l^\dotα
$$
$$
⟨i\;|\;(j+k)\;|\;(l+m)\;|\;n⟩ = (λ_i)^α (\not P_j + \not P_k )\_{α \dot α} (\bar{\not P_l} + \bar{\not P_m} )^{\dot α α} (λ_n)_α
$$
$$
tr_5(ijkl) = tr(\gamma^5 \not P_i \not P_j \not P_k \not P_l) =  [i\,|\,j\,|\,k\,|\,l\,|\,i⟩ - ⟨i\,|\,j\,|\,k\,|\,l\,|\,i]
$$
&lt;/font size&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;five-parton-two-loop-br-finite-remainders&#34;&gt;Five-Parton Two-Loop &lt;br&gt; Finite Remainders&lt;/h1&gt;
&lt;br&gt;
&lt;p&gt;Example Simplifications&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b&gt; uubggg pmpmp Nf1 #3 &lt;/b&gt;&lt;/p&gt;
&lt;img src=&#34;uubggg_pmpmp_nf1_nb3.png&#34; style=&#34;max-width:1024px;float:center;border:none;&#34;&gt;
&lt;font size=5&gt; 
is equal to 
&lt;/font size&gt;
&lt;font size=5&gt;
$
-\frac{[32]^3 [41]^3}{2 [31]^3 [42]^3}
$
&lt;/font size&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b&gt; ggggg mpmpp Nf1 # 9 &lt;/b&gt;&lt;/p&gt;
&lt;img src=&#34;ggggg_mpmpp_nf1_9.png&#34; style=&#34;max-width:512px;float:center;border:none;margin-bottom:0mm;&#34;&gt;
&lt;br&gt;
&lt;font size=5&gt; 
is equal to 
&lt;/font size&gt;
&lt;br&gt;
&lt;font size=5&gt;
$-1\frac{[12]³[15][23]⟨25⟩³[35]³}{[13]⁴[25]⟨5|1+2|5]³}+\frac{97}{12}\frac{[12]⁴⟨25⟩[35]⁴}{[13]⁴[25]³⟨5|1+2|5]}$
$+\frac{13}{3}\frac{[12]⁴⟨15⟩[15][35]⁴}{[13]⁴[25]⁴⟨5|1+2|5]}+\frac{1}{4}\frac{[12]⁴⟨15⟩[15]⟨25⟩[35]⁴}{[13]⁴[25]³⟨5|1+2|5]²}$
$-\frac{3}{2}\frac{[12]²⟨25⟩²[25][35]²}{[13]²[25]⟨5|1+2|5]²}+\frac{7}{4}\frac{[12]³⟨25⟩²[35]³}{[13]³[25]⟨5|1+2|5]²}$
$-\frac{43}{3}\frac{[12]³⟨25⟩[35]³}{[13]³[25]²⟨5|1+2|5]}$
$-\frac{25}{3}\frac{[12]³⟨15⟩[15][35]³}{[13]³[25]³⟨5|1+2|5]}$
$-\frac{3}{2}\frac{[12]⟨25⟩[25][35]}{[13][25]⟨5|1+2|5]}$
$+4\frac{[12]²⟨25⟩[35]²}{[13]²[25]⟨5|1+2|5]}$
$-\frac{15}{2}\frac{[12]²[35]²}{[13]²[25]²}$
$+\frac{7}{2}\frac{[12][35]}{[13][25]}$
$-\frac{2}{3}$
&lt;/font size&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;higgs--4-parton-amplitude-br--finite-top-mass&#34;&gt;Higgs + 4-Parton Amplitude &lt;br&gt; (@ finite top-mass)&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b&gt; Example of cut diagram &lt;/b&gt;&lt;/p&gt;
&lt;img src=&#34;HiggsBox.png&#34; style=&#34;max-width:300px;float:center;border:none;&#34;&gt;
&lt;p&gt;Only singularity involving $m_{top}$ (from pentagon contributions)&lt;/p&gt;
&lt;p&gt;$16 |S_{1×2×3×4}| = −s_{12} , s_{23} , s_{34} , \langle 1 |2 + 3|4] , \langle 4|2 + 3|1] + m^2_{top} , tr_5(1234)^2$&lt;/p&gt;
&lt;p&gt;We can generate point near this singularity in a similar fashion.&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b&gt; Structure of the coefficients &lt;/b&gt;&lt;/p&gt;
&lt;p&gt;The massive external leg (the Higgs) is easily accomodated by considering it as a pair of massless particles (think decay products). &lt;br&gt;
In the end all dependance on $P_{Higgs}$ is removed by using momentum conservation.&lt;/p&gt;
&lt;p&gt;The coefficients are Taylor expasions in $m_{top}$:&lt;/p&gt;
&lt;p&gt;$C^{(0)} + m^2_{top} C^{(2)}$.&lt;/p&gt;
&lt;p&gt;with $C^{(0)}$ and $C^{(2)}$ resabling the six-gluon coefficients.&lt;/p&gt;
&lt;/section&gt;
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    </item>
    
    <item>
      <title>Non-planar two-loop QCD corrections to qq-&gt;yyy, finite remainders in the spinor-helicity formalism</title>
      <link>https://gdelaurentis.github.io/slides/loopfestxxi_june2023/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
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&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;PSI-aerialview.jpg&#34;
  &gt;

&lt;h3 style=&#34;margin-top:5mm;&#34;&gt;
	&lt;b style=&#34;margin-top:15mm;&#34;&gt;
	   &lt;font size=6&gt; Non-planar two-loop QCD &lt;br&gt; corrections to $\boldsymbol{q\bar q \rightarrow \gamma\gamma\gamma}$: &lt;/font size&gt; &lt;br&gt;
	   &lt;font size=5&gt; finite remainders in the spinor-helicity formalism &lt;/font size&gt;
	&lt;/b&gt;
&lt;/h3&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
Giuseppe De Laurentis
&lt;br&gt;&lt;br&gt;
in collaboration with: &lt;br&gt;
 S. Abreu, H. Ita, M. Klinkert, B. Page, V. Sotnikov
&lt;br&gt;&lt;br&gt;
based on: &lt;a href=&#34;https://arxiv.org/abs/2305.17056&#34;&gt;arXiv:2305.17056&lt;/a&gt;
&lt;br&gt;
&lt;p&gt;LoopFest XXI
&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p style=&#34;line-height: 0.05;&#34;&gt; &lt;img src=&#34;paul-scherrer-institute-psi-logo-vector-transparent.png&#34;; style=&#34;max-width:303px;float:center;border:none;&#34;&gt;  &lt;img src=&#34;SLAC_Logo.png&#34;; style=&#34;max-width:280px;float:center;border:none;&#34;&gt;
&lt;br&gt;&lt;br&gt;
&lt;font size=3&gt;
Find these slides at  &lt;a href=&#34;https://gdelaurentis.github.io/slides/loopfestxxi_june2023/#/&#34;&gt;gdelaurentis.github.io/slides/loopfestxxi_june2023&lt;/a&gt; 
&lt;/font size&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;LHCcern.jpg&#34;
  &gt;

&lt;h1 id=&#34;introduction&#34;&gt;Introduction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; State-of-the-Art of&lt;/b&gt;
&lt;b style=&#34;font-size: 30pt; &#34;&gt; $\boldsymbol{\mathcal{A}^{(2-\textbf{loop})}_{,n}}$&lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 0mm; margin-bottom: 5mm;&#34;&gt;
     Five-point massless amplitudes in full color: &lt;br&gt;
     $\circ\,$ $pp\rightarrow \gamma jj$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 30mm; &#34; href=https://arxiv.org/abs/2304.06682&gt; Badger, Czakon, Hartanto, Moodie, Peraro, Poncelet, Zoia (&#39;23) &lt;/a&gt;  &lt;br&gt;
     $\circ\,$ $pp\rightarrow \gamma\gamma j$ 
     &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 10mm; &#34; href=https://arxiv.org/abs/2105.04585&gt;
     	Agarwal, Buccioni, von Manteuffel, Tancredi (&#39;21)
     &lt;/a&gt;
     &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 10mm; &#34; href=https://arxiv.org/abs/2106.08664&gt;
     	Badger, Brønnum-Hansen, Chicherin, Gehrmann, Hartanto, Henn, Marcoli, Moodie, Peraro, Zoia (&#39;21)
     &lt;/a&gt;
     &lt;br&gt; &lt;br&gt;
     $\circ\,$ $pp\rightarrow \gamma\gamma\gamma$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 2mm; color: green; &#34; href=https://indico.cern.ch/event/1227237/contributions/5397410/&gt; This talk! &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 30mm; &#34; href=https://arxiv.org/abs/2305.17056&gt; Abreu, GDL, Ita, Klinkert, Page, Sotnikov (&#39;23);&amp;nbsp &lt;/a&gt;
     &lt;br&gt;
     $\circ\,$ $pp\rightarrow jjj \quad (?)$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 2mm; color: green; &#34; href=https://indico.cern.ch/event/1227237/contributions/5397411/&gt; Next talk by Federico &lt;/a&gt;
     &lt;br&gt;&lt;br&gt;
     Five-point one-mass amplitudes at leading color: &lt;br&gt;
     $\circ\,$ $pp\rightarrow Wb\bar b$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 30mm; &#34; href=https://arxiv.org/abs/2102.02516&gt; Badger, Hartanto, Zoia (&#39;21) &lt;/a&gt; &lt;br&gt;
     $\circ\,$ $pp\rightarrow Hb\bar b$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 30mm; &#34; href=https://arxiv.org/abs/2107.14733&gt; Badger, Hartanto, Kryś, Zoia (&#39;21) &lt;/a&gt; &lt;br&gt;
     $\circ\,$ $pp\rightarrow Wjj$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 2mm; color: green; &#34; href=https://gdelaurentis.github.io/slides/loopfestxxi_june2023/#/5&gt; A bit about this towards the end of this talk! &lt;/a&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 10mm; &#34; href=https://arxiv.org/abs/2110.07541&gt; Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov (&#39;21);&amp;nbsp; &lt;/a&gt; &lt;br&gt;
     $\circ\,$ $pp\rightarrow W\gamma j$ &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 30mm; &#34; href=https://arxiv.org/abs/2201.04075&gt; Badger, Hartanto, Kryś, Zoia (&#39;22)
&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 10mm;&#34;&gt;
    Two-loop five-point amplitudes remain a challenge, but are now very much feasible.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Sizable NNLO Corrections to &lt;/b&gt; &lt;b style=&#34;font-size: xxx-large&#34;&gt; $\boldsymbol{q\bar q \rightarrow \gamma\gamma\gamma}$ &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ NNLO cross-sections computed with leading-color double-virtual amplitudes
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%;&#34;&gt;
  &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
       &lt;img src=&#34;1911.00479.crosssection.png&#34;; style=&#34;max-width:473px;float:center;border:none;margin-top:0px;margin-bottom:-5mm;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1911.00479&gt;
       	  Chawdhry, Czakon, Mitov, Poncelet (&#39;19)
       &lt;/a&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;2010.04681.crosssection.png&#34;; style=&#34;max-width:450px;float:center;border:none;margin-top:0px;margin-bottom:-5mm;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2010.04681&gt;
       	  Kallweit, Sotnikov, Wiesemann (&#39;20)
       &lt;/a&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: -5mm;&#34;&gt;
     $\circ\,$ Analytic two-loop amplitudes in limit $N_c \rightarrow \infty \, , \; N_c/N_f = \text{const}.$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%;margin-top:0mm;&#34;&gt;
  &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2012.13553&gt;
       	  Chawdhry, Czakon, Mitov, Poncelet (&#39;20)
       &lt;/a&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
       &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2010.15834&gt;
       	  Abreu, Page, Pascual, Sotnikov (&#39;20)
       &lt;/a&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 10mm;&#34;&gt;
    Question: are the subleading-color contributions trully negliegible?
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Gauge-Invariant Subamplitudes &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 0mm;&#34;&gt;
$$\require{color} \displaystyle 
    \mathcal{A}^{(2)}_{\,2q3\gamma} = \frac{N_c^2}{4}\left( {\color{green} A^{(2,0)}_{\,2q3\gamma} } - \frac{1}{N_c^2}(A^{(2,0)}_{\,2q3\gamma}+A^{(2,1)}_{\,2q3\gamma}) 
                              + \frac{1}{N_c^4} {\color{red} A^{(2,1)}_{\,2q3\gamma} } \right) \\[2mm]
    \qquad + C_F T_F N_f {\color{green} A^{(2,N_f)}_{\,2q3\gamma} } + \underbrace{C_F T_F \left(\sum_{f=1}^{N_f} Q_f^2\right)}_{\text{trully suppressed?}} \, {\color{red} A^{(2,\tilde{N}_f)}_{\,2q3\gamma} } \, , $$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -10mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Example diagram for each amplitude:
&lt;/div&gt;
&lt;table style=&#34;width: 100%; border: none; cellspacing: 0; cellpadding: 0; margin-bottom: 8mm; margin-top: 8mm; font-size: x-large;&#34;&gt;
  &lt;tr style=&#34;border:none; cellspacing: 0; cellpadding: 0; margin-bottom: 10mm; margin-top: 10mm;&#34;&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt; ${\color{green} A^{(2, 0)}_{\,2q3\gamma} }$: &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt; &lt;img src=&#34;3yNc2Nf0.png&#34;; style=&#34;max-width:270px;float:center;border:none;margin-top:0px;margin-bottom:0mm;&#34;&gt; &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt;${\color{green} A^{(2, N_f)}_{\,2q3\gamma} }$: &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt; &lt;img src=&#34;3yNf1Nc1.png&#34;; style=&#34;max-width:270px;float:center;border:none;margin-top:0px;margin-bottom:0mm;&#34;&gt; &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0; color: green;&#34;&gt;&lt;b&gt; Previously known &lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr style=&#34;border:none; cellspacing: 0; cellpadding: 0; margin-bottom: 10mm; margin-top: 10mm;&#34;&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt;${\color{red} A^{(2, 1)}_{\,2q3\gamma} }$:&lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt; &lt;img src=&#34;3yNc0Nf0.png&#34;; style=&#34;max-width:270px;float:center;border:none;margin-top:0px;margin-bottom:0mm;&#34;&gt; &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt;${\color{red} A^{(2, \tilde{N}_f)}_{\,2q3\gamma} }$: &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0;&#34;&gt;&lt;b&gt; &lt;img src=&#34;3yNf1Nc1QF.png&#34;; style=&#34;max-width:270px;float:center;border:none;margin-top:0px;margin-bottom:0mm;&#34;&gt; &lt;/b&gt;&lt;/td&gt;
    &lt;td style=&#34;border:none; cellspacing: 0; cellpadding: 0; color: red;&#34;&gt;&lt;b&gt; New in this work &lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;Feynman-Diagrams-transparent.png&#34;
  &gt;

&lt;h1 style=&#34;margin-top: -2mm;&#34;&gt; Organization &lt;br&gt; of the Computation &lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Generalized Unitarity &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
$\circ$ Loop integrands can be written as ($\lambda = |\bullet\rangle, \tilde\lambda=[\bullet|, \lambda\tilde\lambda=p\kern-3mm/$)
&lt;/div&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; display: inline-block; margin-top: -5mm; margin-bottom: 2mm;&#34;&gt;
$$
\require{color}
\displaystyle A(\lambda, \tilde\lambda, \ell) = \sum_{\Gamma} \, \sum_{i \in M_\Gamma \cup S_\Gamma} \, c_{\,\Gamma,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma,i}(\lambda\tilde\lambda, \ell)}{\textstyle \prod_{j} \rho_{\,\Gamma,j}(\lambda\tilde\lambda, \ell)}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm; margin-top: 2mm;&#34;&gt;
$\circ$ Generalized unitarity relates cuts of loop amplitudes to products of trees
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 0mm; margin-bottom: 0mm; margin-left: 0mm;&#34;&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 0mm;&#34;&gt;
	     $$
	     \require{color}
	     \displaystyle \sum_{\text{states}} \, \prod_{\text{trees}} A^{\text{tree}}(\lambda, \tilde\lambda, \ell)\big|_{\text{cut}} = \sum_{\substack{\Gamma&#39; \ge \Gamma, \\ i \in M_\Gamma&#39; \cup S_\Gamma&#39;}} \kern-2mm c_{\,\Gamma&#39;,i}(\lambda, \tilde\lambda) \, \frac{m_{\Gamma&#39;,i}(\lambda\tilde\lambda, \ell)}{\displaystyle \prod_{j\in P_{\Gamma&#39;} / P_{\Gamma}} \rho_{j}(\lambda\tilde\lambda, \ell)}\Bigg|_{\text{cut}}
	     $$
	&lt;/div&gt;
     &lt;div style=&#34;width:25%; float: right; display: inline-block; margin-top: -15mm;&#34;&gt;
	     &lt;div style=&#34;font-size: x-large; width:50%; float: center; text-align: center;  display: inline-block; margin-top: 0mm;&#34;&gt;
	     	  &lt;tt&gt; C++ code &lt;/tt&gt;
	     &lt;/div&gt;&lt;br&gt;
	     &lt;img src=&#34;CaravelLogo.png&#34;; style=&#34;max-width:150px; float:center; border:none; margin-top: 0mm; margin-bottom: 0mm;&#34;&gt;
	     &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     	href=https://arxiv.org/abs/2009.11957&gt;
		&lt;div style=&#34;margin-top:0mm&#34;&gt; Abreu, Dormans, &lt;/div&gt;
		&lt;div&gt; Febres Cordero, Ita  &lt;/div&gt;
		&lt;div&gt; Kraus, Page, Pascual, &lt;/div&gt;
		&lt;div&gt; Ruf, Sotnikov (&#39;20) &lt;/div&gt;
	     &lt;/a&gt;
	&lt;/div&gt;
     &lt;div style=&#34;font-size: x-large; width:75%; float: left; text-align: center; display: inline-block; margin-top: 0mm;&#34;&gt;
	     $$
	     \left. \begin{aligned}
	     \underline{\text{Master integrands}}: \; &amp; \int d^{D} \ell \; \frac{m_{i\in M_\Gamma}}{\small \prod_j \rho_j} \neq 0 \\
	     \underline{\text{Surface terms}}: \; &amp; \int d^{D} \ell \; \frac{m_{i\in S_\Gamma}}{\small \prod_j \rho_j} = 0 \\
	     \end{aligned} \right\} \; \begin{aligned} &amp; \text{Equivalent to} \\ &amp; \text{IBP reduction} \end{aligned}
	     $$
          &lt;a style=&#34;font-size: large; text-align: right; float: right; margin-right: 38mm; margin-top: -15mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1510.05626&gt;
               Ita (&#39;15)
          &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; New Features of the Reduction&lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Master / surface decomposition for non-planar topologies
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; display: inline-block; margin-top: 1mm; margin-bottom: 2mm;&#34;&gt;
$$
\require{color}
\begin{align}
\kern-25mm \text{IBP-generating vectors: } &amp; \quad \displaystyle \int d^D \ell \frac{\partial }{\partial \ell^\mu_a} \frac{v^\mu_a(\ell)}{\rho_1 \dots \rho_N} = 0 \quad (\text{in dim. reg.}) \\[2mm]
\kern-25mm \text{No propagator doubling: } &amp; \quad \displaystyle \sum_{a, \mu} v^\mu_a(\ell) \frac{\partial \rho_i}{\partial \ell^\mu_a} - f_i(\ell)\rho_i = 0
\end{align}
$$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
     $(v^\mu_a, f_i)$ form a &lt;i&gt;syzygy module&lt;/i&gt;, solved for in &lt;i&gt;embedding space&lt;/i&gt; using &lt;code&gt;Singular&lt;/code&gt; + linear algebra.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-bottom: 0mm;&#34;&gt;
     $\circ$ Semi-numerical surface terms: $\quad m_{i\in S_\Gamma}(\ell \leftarrow \text{analytical}, s_{ij} \leftarrow \text{numerical})$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern20mm\star$ dependance on external kinematics ($s_{ij}$) obtained from sparse linear systems
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm;&#34;&gt;
     $\circ$ Little group information retained throughout the computation
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\kern20mm\star$ genuine $c_{\Gamma,i}(\lambda, \tilde\lambda)$ instead of $c_{\Gamma,i}(\lambda\tilde\lambda)$ + conventions for the polarization states.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 20mm;&#34;&gt; Finite remainders &amp;amp; the &lt;br&gt; &lt;span style=&#34;color: orange&#34;&gt;Rational&lt;/span&gt; / &lt;span style=&#34;color: red&#34;&gt;Transcendental&lt;/span&gt; split &lt;/b&gt;&lt;/p&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-bottom: 10mm; margin-top: 10mm&#34;&gt;Decomposition in terms of &lt;b&gt; master integrals &lt;/b&gt; &lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://arxiv.org/abs/0712.1851&gt;Ellis, Zanderighi&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://arxiv.org/abs/hep-ph/9212308&gt;Bern, Dixon, Kosower;&amp;nbsp&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-bottom: 5mm; margin-top: 10mm&#34; href=https://www.sciencedirect.com/science/article/pii/0550321379906059?ref=pdf_download&amp;fr=RR-2&amp;rr=7c4afcac1f343b58&gt;&#39;t Hooft, Veltman;&amp;nbsp&lt;/a&gt;

&lt;div style=&#34;font-size: x-large; margin-top: 10mm;&#34;&gt;
$$A^{1-\text{loop},D=4}_{n} = \sum_i \color{orange}{d_i} \color{red}{I^i_{Box}} + \sum_i \color{orange}{c_i} \color{red}{I^i_{Triangle}} + \sum_i \color{orange}{b_i} \color{red}{I^i_{Bubble}} + \sum_i \color{orange}{a_i} \color{red}{I^i_{Tadpoles}} + \color{orange}{R}$$
&lt;/div&gt;

&lt;div style=&#34;width:90%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;one-loop-decomposition-transparent.png&#34;; style=&#34;max-width:750px;float:center;border:none;margin-top:-5px;&#34;&gt;
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ In general, in $D= 4- 2 \epsilon$, with &lt;i&gt;pure&lt;/i&gt; master integrals $I_{\Gamma, i}$ we have
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom:5mm&#34;&gt;
$$ A^{\ell-loop}_n(\lambda, \tilde\lambda) = \sum_\Gamma \sum_{i \in M_\Gamma} \frac{\color{orange}{c_{\,\Gamma, i}}(\lambda, \tilde\lambda, \epsilon) \, \color{red}{I_{\Gamma, i}}(\lambda\tilde\lambda, \epsilon)}{\prod_j (\epsilon - a_{ij})}\;, \quad \text{with} \quad a_{ij} \in \mathbb{Q}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ For NNLO applications, we are interested in the &lt;i&gt;finite remainder&lt;/i&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\mathcal{A}^{(2)}_R = \underbrace{\mathcal{R}}_{\text{finite remainder}} + \underbrace{I^{(1)}\mathcal{A}^{(1)}_R \quad + \quad I^{(2)}\mathcal{A}^{(0)}_R}_{\text{divergent + convention-dependent finite part}} + \mathcal{O}(\epsilon)
$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 5mm;&#34;&gt;
     $\circ$ Finite remainder as a weighted sum of &lt;i&gt;pentagon functions&lt;/i&gt; &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-top: 2mm; margin-left: 4mm; &#34; href=https://arxiv.org/abs/2009.07803&gt; Chicherin, Sotnikov (&#39;20);&amp;nbsp; &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; margin-top: 5mm; margin-bottom: 5mm&#34;&gt;
$$ 
\textstyle \mathcal{R}(\lambda, \tilde\lambda) = \sum_i \color{orange}{r_{i}(\lambda,\tilde\lambda)} \, \color{red}{h_i(\lambda\tilde\lambda)}
$$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 0mm;&#34;&gt;
    Reconstruct $\color{orange}{r_{i}(\lambda,\tilde\lambda)}$ from $\mathbb{F}_p$ samples
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -14mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
Peraro (&#39;16)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -20mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
     von Manteuffel, Schabinger (&#39;14)
&lt;/a&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Analytics from Numerics &lt;/b&gt;

&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    Problem: direct analytic computation of the $c_{i,\Gamma}$ is not feasible.
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;     
     $\circ\,$ Floating-point evaluations ($\mathbb{R}$ or $\mathbb{C}$) would be sufficient for phenomenology. &lt;br&gt;
     $\phantom{\circ}\,$ But they are so unstable, even this won&#39;t work.
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;    
     $\circ\,$ Could try rational inputs ($\mathbb{Q}$), but integers grow way too large at intermediate stages.
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ &lt;span style=&#34;color: green&#34;&gt; Finite fields &lt;/span&gt; ($\mathbb{F}_p$) come to the rescue. &lt;br&gt;
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1608.01902&gt;
   Peraro (&#39;16)
&lt;/a&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 5mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1406.4513&gt;
   von Manteuffel, Schabinger (&#39;14),&amp;nbsp
&lt;/a&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\phantom{\circ}\,$ These are integers modulo a prime number $p$ (no precision issue!): &lt;br&gt;
&lt;/div&gt;

&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 10mm; margin-left: 5mm;&#34;&gt;
 $\phantom{\circ}\,$ $\mathbb{F}_p = \{0, 1, 2, \dots, p-1\} \quad \text{with operations} \quad \{+, -, \times, \div \}$
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}\,$ The prime $p$ needs to be large, to avoid accidental &lt;tt&gt; DivisionByZero &lt;/tt&gt;.
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ But we can&#39;t do phenomenology with $\mathbb{F}_p$ ! &lt;br&gt;&lt;br&gt;
&lt;/div&gt;

&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    Solution: sample $c_{i,\Gamma}$ in $\mathbb{F}_p$ $\;\Rightarrow\;$ reconstruct analytic expression for $c_{i,\Gamma}$
&lt;/div&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;spinor_coeffs.png&#34;
  &gt;

&lt;h1 id=&#34;analytic-reconstruction&#34;&gt;Analytic Reconstruction&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Least Common Denominator &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;!---
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 4mm;&#34;&gt;
$\circ\,$ In least-common-denominator (LCD) form, we have
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     $\circ\,$ The $r_i(\lambda,\tilde\lambda)$ belong to the field of fractions over a poly. quotient ring, $FF(R_5)$
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 10mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2203.04269&gt;
   GDL, Page (&#39;22);&amp;nbsp
&lt;/a&gt; 
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -3mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/2203.17170&gt;
   Campbell, GDL, Ellis (&#39;22)$\phantom{;\,}$
&lt;/a&gt;
&lt;div style=&#34;font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle r_i(\lambda,\tilde\lambda) = \frac{\text{Num. poly}(\lambda,\tilde\lambda)}{\text{Denom. poly}(\lambda,\tilde\lambda)} = \frac{\text{Num. poly}(\lambda,\tilde\lambda)}{\prod_j W_j^{q_{ij}}(\lambda,\tilde\lambda)}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The denominator factors $W_j$ are conjectured to be restricted to the letters of the symbol alphabet
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: 0mm; margin-bottom: 0mm;&#34; href=https://arxiv.org/abs/1812.04586&gt;
   Abreu, Dormans, Febres Cordero, Ita, Page (&#39;18)
&lt;/a&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: -3mm; margin-bottom: 5mm;&#34;&gt;
     $\displaystyle \{W_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_5)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1] \big\} {\quad\color{green}\text{Identical to 1-loop!}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 2mm;&#34;&gt;
     $\circ\,$ Why bother with (redundant) spinor variables:
&lt;/div&gt;
&lt;br&gt;&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; float: center; display: inline-block; margin-top: -10mm; margin-bottom: 2mm;&#34;&gt;
     &lt;div style=&#34;margin-bottom: 3mm;&#34;&gt; $\star$ the LCD is &lt;b&gt;not&lt;/b&gt; little group invariant: the degree is lower in spinors;  &lt;/div&gt;
     &lt;div style=&#34;margin-bottom: 3mm;&#34;&gt; $\star$ no (arbitrary) split into parity even and odd: half sampling requirement; &lt;/div&gt;
     $\star$ in &lt;u&gt;LCD form&lt;/u&gt; we would need $\color{green}29\,059$ evaluations instead of $\color{red}117\,810$ (with $s_{ij}$) for $\mathcal{R}^{(2)}_{2q3\gamma}$ .
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; The Numerator Ansatz &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 2mm; &#34;&gt;
$\circ\,$ The numerator Ansatz takes the form
&lt;/div&gt;
&lt;a style=&#34;font-size: large; text-align: right; float: right; margin-top: -6mm; margin-bottom: 4mm;&#34; href=https://arxiv.org/abs/1904.04067&gt;
   GDL, Maître (&#39;19)
&lt;/a&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 1mm;&#34;&gt;
$\displaystyle \text{Num. poly}(\lambda, \tilde\lambda) = \sum_{\vec \alpha, \vec \beta} c_{(\vec\alpha,\vec\beta)} \prod_{j=1}^n\prod_{i=1}^{j-1} \langle ij\rangle^{\alpha_{ij}} [ij]^{\beta_{ij}}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: -2mm; margin-bottom: 0mm;&#34;&gt;
     $\phantom{\circ}$ subject to constraints on $\vec\alpha,\vec\beta$ due to: 1) mass dimension; 2) little group; 3) linear independence.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; &#34;&gt;
$\circ\,$ Construct the Ansatz via the algorithm from Section 2.2 of &lt;a href=https://arxiv.org/abs/2203.04269&gt;GDL, Page (&#39;22)&lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; display: inline-block; font-size: x-large;&#34;&gt;
Linear independence = irreducibility by the Gröbner basis of a specific ideal.
&lt;/div&gt;
&lt;!---
&lt;div style=&#34;text-align: center; font-size: x-large; margin-bottom: 5mm; margin-top: 5mm;&#34;&gt;
$
\begin{align}
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} (\alpha_{ij} + \beta_{ij}) &amp; = d \quad \text{: mass dimension} \\[2mm]
	\textstyle \sum_{j=1}^n\sum_{i=1}^{j-1} \alpha_{ij}\underbrace{\{\langle ij \rangle\}_k}_{\delta_{ik}+\delta_{jk}} + \beta_{ij}\underbrace{\{[ij]\}_k}_{-\delta_{ik}-\delta_{jk}} &amp; = \phi_k \quad \text{: k}^{th}\text{ little group weight}
\end{align}
$
&lt;/div&gt;
---&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$\circ\,$ Efficient implementation using open-source software only
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-left: -10mm; margin-top: 0mm;&#34;&gt;
     &lt;!---
	&lt;div style=&#34;width:15%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;div style=&#34;margin-top: 10mm; margin-bottom: 6mm;&#34;&gt; &lt;code&gt; Lips &lt;/code&gt; &lt;/div&gt;
	     &lt;div style=&#34;margin-top: 0mm; margin-bottom: 0mm;&#34;&gt; Spinor ideal &lt;/div&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: 0mm; margin-bottom: 5mm;&#34;
	     href=https://arxiv.org/abs/2305.14075&gt;
		GDL (&#39;23)
	     &lt;/a&gt;	    
	&lt;/div&gt;
    ---&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;SingularLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt; &lt;br&gt;
	     Gröbner bases $\rightarrow$ constrain $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Decker, Greuel, Pfister, Schönemann
	     &lt;/a&gt;	    
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; font-size: x-large; float: right; display: inline-block; &#34;&gt;
	     &lt;img src=&#34;GoogleORToolsLogo.png&#34;; style=&#34;max-width:300px; float:center; border:none; margin-top: 7mm; margin-bottom: 2mm;&#34;&gt; &lt;br&gt;
	     Integer programming $\rightarrow$ enumerate sols. $\vec\alpha,\vec\beta$ &lt;br&gt;
	     &lt;a style=&#34;font-size: large; text-align: center; float: center; margin-top: -10mm; margin-bottom: 5mm;&#34;
	     href=https://www.singular.uni-kl.de/index.php.html&gt;
		Perron and Furnon (Google optimization team)
	     &lt;/a&gt;
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: -2mm;&#34;&gt;
$\circ\,$ All linear systems solved with CUDA over $\mathbb{F}_{p\leq 2^{31}-1}$ on a laptop ($t_{\text{solving}} \ll t_{\text{sampling}}$)
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Taming the Algebraic Complexity &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
$\circ\,$ Instead of the common denominator form, perform a partial fraction decomposition
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle r_i(\lambda,\tilde\lambda) = \frac{\mathcal{N}(\lambda,\tilde\lambda)}{\prod_j W_j^{q_{ij}}(\lambda,\tilde\lambda)} = \sum_k \frac{\mathcal{N}_k(\lambda,\tilde\lambda)}{\prod_j W_j^{q_{ijk}}(\lambda,\tilde\lambda)} = \sum_k r_{ik} \quad \text{with} \quad q_{ijk} \le q_{ij}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm; margin-top: 5mm;&#34;&gt;
$\circ\,$ Use insights from physics, e.g. no denominator in $\mathcal{R}^{(2)}_{2q3\gamma}$ contains more than a single $\langle i |j + k | i]$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 5mm;&#34;&gt;
$\circ\,$ As by now standard, we pick a set of independent $r_i$ to reconstruct: $r_i \not\in \text{span}(r_{j\neq i})$. &lt;br&gt;
$\phantom{\circ\,}$ However, generally $r_{ik} \in \text{span}(r_{j\neq i})$ for some, but not all, $k$. Thus, write:
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle $
&lt;/div&gt;
&lt;div style=&#34;text-align: center; float:center; display: inline-block; font-size: x-large; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
$r_i = \sum_{j\neq i} c_j r_j + \sum_{k&#39; \subset \{k\}} r_{ik&#39;}$
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;border: 2px solid black; text-align: center; float:center; display: inline-block; font-size: x-large; margin-bottom: 2mm; margin-top: 2mm;&#34;&gt;
Sampling requirement reduced from $\color{red}29\,059$ to $\color{green}4\,003$ points.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 1mm; margin-top: 2mm;&#34;&gt;
$\circ$ For example, a posteriori, we find that for the most complicated $r_i$, we only needed
&lt;/div&gt;
&lt;div style=&#34;font-size: large; padding: 10px; display: inline-block;&#34;&gt;
    $\displaystyle \sum_{k&#39; \subset \{k\}} r_{ik&#39;} = \frac{⟨13⟩[14]^2⟨24⟩⟨34⟩[45]}{⟨45⟩⟨4|1+3|4]^3}-\frac{[14]⟨25⟩⟨34⟩^2[45]}{⟨45⟩^2⟨4|1+3|4]^2}-\frac{[14]⟨24⟩⟨34⟩⟨35⟩}{⟨45⟩^3⟨4|1+3|4]}$
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;ATLAS2022.png&#34;
  &gt;

&lt;h1 id=&#34;towards-br-phenomenology&#34;&gt;Towards &lt;br&gt; Phenomenology&lt;/h1&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; 
     SLC Corrections to the Hard Functions
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ Full-color 2-loop remainders &amp; 1-loop amplitudes implemented in an open-source &lt;a href=https://gitlab.com/five-point-amplitudes/FivePointAmplitudes-cpp&gt; &lt;code&gt; C++ Program&lt;/code&gt; &lt;/a&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ To estimate the impact of the subleading-color contributions, consider the &lt;i&gt; 2-loop hard functions &lt;/i&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$\displaystyle \small \mathcal{H}^{(2)} = \sum_h |\mathcal{R}_h|^2 \Big/ \sum_h  |\mathcal{A}^{(0)}_h|$
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%;&#34;&gt;
  &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
       &lt;img src=&#34;correction_sizes_catani.png&#34;; style=&#34;max-width:440px;float:center;border:none;margin-top: 7mm; margin-bottom:-5mm;&#34;&gt;
  &lt;/div&gt;
  &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
       &lt;img src=&#34;correction_sizes_qt_MSbar.png&#34;; style=&#34;max-width:420px;float:center;border:none;margin-top:0px;margin-bottom:-5mm;&#34;&gt;
  &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 10mm;&#34;&gt;
    About $25\%-35\%$ correction to $\mathcal{H}^{(2)}_{\text{l.c.}}$. The correction to $\sigma^{\text{NNLO}}_{q\bar q \rightarrow \gamma\gamma\gamma}$ will be much smaller.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;W_distribution_and_diagrams.png&#34;
  &gt;

&lt;h1 id=&#34;preview-br-pprightarrow-wjj-revisited&#34;&gt;Preview: &lt;br&gt; $pp\rightarrow Wjj$ Revisited&lt;/h1&gt;
&lt;div style=&#34;font-size: x-large; margin-top:10mm;&#34;&gt;
in collaboration with: &lt;br&gt;
 H. Ita, B. Page, V. Sotnikov
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 5mm;&#34;&gt;
   Bottlneck for 
&lt;/b&gt;
&lt;b style=&#34;font-size: xxx-large; margin-bottom: 5mm;&#34;&gt; 
 $pp\rightarrow Wjj$ 
&lt;/b&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 5mm;&#34;&gt; 
at NNLO
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 7mm;&#34;&gt;
     $\;\circ\,$ No pheno study yet, despite the amplitudes have been available for almost 2 years!
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
     &lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
          $\circ$ The algebraic complexity$-$think Ansatz size$-$grows quickly with multiplicity (m) &lt;br&gt; and mass dimension (d): &lt;br&gt;&lt;br&gt;
          $\displaystyle \left(\mkern -9mu \begin{pmatrix}\, m(m-3)/2 \, \\ \, d/2 \, \end{pmatrix} \mkern -9mu \right)$ &lt;br&gt;&lt;br&gt;
          is a lower bound. &lt;a style=&#34;font-size: large; display: inline-block; text-align: right; float: right; margin-left: -28mm; margin-top: 1mm; margin-bottom: 5mm;&#34; href=https://arxiv.org/abs/2010.14525&gt;
               GDL, Maître (&#39;20)
          &lt;/a&gt;
     &lt;/div&gt;
     &lt;div style=&#34;width:50%; float: center; display: inline-block;&#34;&gt;
          &lt;img src=&#34;AnsatzSizes.png&#34;; style=&#34;max-width:420px;float:center;border:none;margin-top:0px;margin-bottom: 5mm;&#34;&gt;
     &lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ The anlytic expressions of &lt;a href=&#34;https://arxiv.org/abs/2110.07541&#34;&gt;Abreu, Febres Cordero, Ita, Klinkert, Page, Sotnikov (&#39;21) &lt;/a&gt; are 1.2GB.
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
    Having more control on the analytic structure starts to become important!
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 5mm;&#34;&gt;
   Simplification strategy
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$1.\,$ Script to split up the expressions, and compile them ($\sim 20$GB of &lt;code&gt;C++&lt;/code&gt;) for evaluation over $\mathbb{F}_p$;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 5mm;&#34;&gt;
$2.\,$ Recombine the 3 projections $p_V \parallel p_1, p_V \parallel p_2, p_V \parallel p_3$ and reintroduce the little group factors &lt;br&gt; 
to build 6-point spinor-helicity amplitudes (subject to degree bounds on $|5\rangle,[5|,|6\rangle,[6|$); &lt;br&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
$3.\,$ Perform partial fraction decompositions$^{*}$ based on expected structures and fit the Ansatze.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: x-large; margin-top: -10mm; margin-bottom: 5mm;&#34;&gt;
Comparison of $q\bar q \rightarrow \gamma \gamma \gamma$ (in full color) to $pp \rightarrow Wjj$ (at leading color):  &lt;br&gt;
&lt;/div&gt;
&lt;table width=110% border=&#34;1&#34; cellspacing=&#34;0&#34; cellpadding=&#34;0&#34; style=&#34;margin-left: -12mm; margin-bottom: 8mm; margin-top: 8mm; font-size: x-large;&#34;&gt;
  &lt;tr&gt;
    &lt;td&gt;&lt;b&gt;Kinematics&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;# Poles ($W$)&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;LCD Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Partial-Fraction Ansatz&lt;/b&gt;&lt;/td&gt;
    &lt;td&gt;&lt;b&gt;Rational Functions&lt;/b&gt;&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point massless&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;30&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;29k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;4k&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$300 KB&lt;/td&gt;
  &lt;/tr&gt;
  &lt;tr&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;5-point 1-mass&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;200&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;&gt;5M&lt;/td&gt;
    &lt;td style=&#34;text-align: center;&#34;&gt;$\sim$40k&lt;/td&gt;
    &lt;td style=&#34;text-align: center; background-color: yellow;&#34;&gt;$\sim$25 MB&lt;/td&gt;
  &lt;/tr&gt;
&lt;/table&gt;
&lt;div style=&#34;text-align: center; float: center; font-size: x-large; margin-top: 2mm; margin-bottom: 5mm;&#34;&gt;
     $\displaystyle \kern-10mm \{W_j\} = \bigcup_{\sigma \; \in \; \text{Aut}(R_6)} \sigma \circ \big\{ \langle 12 \rangle, \langle 1|2+3|1], \langle 1|2+3|4], s_{123}, \Delta_{12|34|56}, ⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2] \big\} $
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: center; float:center; font-size: x-large; margin-top: -10mm; margin-bottom: 5mm;&#34;&gt;
$\phantom{x}^{*}$ sometimes it&#39;s actually a bit more than a partial fraction decomposition, see next slide.
&lt;/div&gt;
&lt;hr&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large; margin-bottom: 10mm;&#34;&gt;
   Analytic Structures of 2-loop 5-point 1-mass Amplitudes
&lt;/b&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 6mm; margin-bottom: 2mm;&#34;&gt;
$\circ\,$ Compact residues for the new 2-loop (spurious?) pole, $⟨k|j|p\mkern-7.5mu/_V|l|k]-⟨j|i|p\mkern-7.5mu/_V|l|j]$, e.g.:
$$r^{(5 \text{ of } 54)}_{\bar{u}^+g^+g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{[12][23]⟨24⟩⟨46⟩^2⟨1|2+3|4]⟨2|1+3|4]}{⟨12⟩⟨23⟩⟨56⟩(⟨3|2|5+6|4|3]-⟨2|1|5+6|4|2])^2}$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm;&#34;&gt;
$\circ\,$ The three mass Grams, $\Delta_{12|34|p_V}, \Delta_{14|23|p_V}$, behave analogously to one-loop amplitudes, e.g.:
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: large; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
$$ r^{(73 \text{ of } 120)}_{\bar{u}^+g^-g^+d^-(V\rightarrow \ell^+ \ell^-)} = \frac{105}{128}\frac{⟨2|1+4|3]⟨4|2+3|1]⟨6|1+4|5]s_{14}s_{23}s_{56}{\color{green}(s_{124}-s_{134})}(s_{123}-s_{234})(s_{25}+s_{26}+s_{35}+s_{36})}{{\color{orange}⟨3|1+4|2]}{\color{red}Δ_{23|14|56}^4}} + \\
\Bigg[-6\frac{[12]^2⟨13⟩[25]⟨34⟩⟨36⟩⟨56⟩[56]{\color{green}(s_{124}-s_{134})}}{{\color{orange}⟨3|1+4|2]^5}}\Bigg] + \Bigg[ \; \Bigg]_{1234\rightarrow \overline{4321}}+ \mathcal{O}\left(\frac{1}{⟨3|1+4|2]^{4}Δ_{23|14|56}^{3}}\right)$$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-bottom: 2mm;&#34;&gt;
$\phantom{\circ\,}$ but the pole orders have been doubled, see &lt;a href=https://arxiv.org/abs/hep-ph/9708239&gt; Bern, Dixon, Kosower (&#39;97) &lt;/a&gt; 
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm;&#34;&gt;
$\circ\,$ $\small Δ_{23|14|56}$ behaves as a perfect square on the surface where $\small ⟨3|1+4|2]$ vanishes:
$$\small \kern-30mm \sqrt{\big\langle {\color{orange}⟨3|1+4|2]}, {\color{red}Δ_{23|14|56}} \big\rangle_{R_6}} = \big\langle {\color{orange}⟨3|1+4|2]}, {\color{green}s_{124}-s_{134}} \big\rangle_{R_6} $$
     &lt;div style=&#34;font-size: large; text-align: right; float: right; margin-top: -19mm; margin-bottom: 0mm;&#34;&gt;
          &lt;a href=https://arxiv.org/abs/2203.04269&gt;
               GDL, Page (&#39;22);&amp;nbsp
          &lt;/a&gt; &lt;br&gt;
          &lt;a href=https://arxiv.org/abs/2203.17170&gt;
               Campbell, GDL, Ellis (&#39;22)$\phantom{;}$
          &lt;/a&gt; 
     &lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large; margin-bottom: 10mm;&#34;&gt;
   Conclusions
&lt;/b&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Full-color 5-point massless amplitudes are well within reach, 
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Subleading color corrections can be fairly sizable
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ The reconstruction can be peformed in spinor-helicity variables, which yield compact results
&lt;/div&gt;

&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;
     $\circ\,$ Understanding the partial fraction structure of amplitudes is essential to tame their complexity
&lt;/div&gt;

---
---&gt;
&lt;div style=&#34;margin-top: 50mm; margin-bottom: 30mm;&#34;&gt;
&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large;&#34;&gt; Thank you &lt;br&gt; for your attention! &lt;/b&gt;
&lt;br&gt;
&lt;br&gt;
&lt;!---
&lt;b style=&#34;font-variant: small-caps; font-size: xx-large;&#34;&gt; Questions? &lt;/b&gt;
---&gt;
&lt;/div&gt;
&lt;font size=3&gt;
     These slides are powered by:&lt;br&gt;
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&lt;/font size&gt;
&lt;!---
&lt;br&gt;
&lt;font size=3&gt;
     For open source packages: 
     &lt;code&gt;
          $   $ pip install [lips](https://github.com/GDeLaurentis/lips) [pyadic](https://github.com/GDeLaurentis/pyadic)
     &lt;/code&gt;
&lt;/font size&gt;
---&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;backup-slides&#34;&gt;Backup Slides&lt;/h1&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;absolute-values-br-on-the-rationals&#34;&gt;Absolute Values &lt;br&gt; on the Rationals&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Finite Fields &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 0mm;&#34;&gt;     
     $\circ\,$ Any rational number, other than multiples of $1/p$, has an equivalent in the finite field $\mathbb{F}_p$.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 2mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ For example, let&#39;s work with $p=7$, i.e. with $\mathbb{F}_7 = \{0, 1, 2, 3, 4, 5, 6\}$:
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 5mm;&#34;&gt;
     $-1$ is the additive inverse of 1
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 2mm;&#34;&gt;
     $\Rightarrow \quad -1=6$ in $\mathbb{F}_7$, because $1+6 = 7 \, \% \, 7 = 0$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 10mm; &#34;&gt;
     $\frac{1}{3}$ is the multiplicative inverse of 3
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 2mm; &#34;&gt;
     $\Rightarrow \quad \frac{1}{3}=5$ in $\mathbb{F}_7$, because $3 \times 5 = 15 \, \% \, 7= 1$
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: left; float: center; margin-top: 4mm; &#34;&gt;
     $\phantom{\circ}\,$ The &lt;i&gt;Euclidean algorithm&lt;/i&gt; allows to compute inverses without checking every entry.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 8mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ Numbers cannot grow out of control!
&lt;/div&gt;
&lt;div style=&#34;font-size: x-large; text-align: center; float: center; margin-top: 2mm; margin-bottom: 1mm;&#34;&gt;
     $\frac{14611884945785561885978841755360860231120837652831038320107}{1853742276676202006476394341472012983521981235200}=1251868773$ in $\mathbb{F}_{2147483647}$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 3mm; margin-bottom: 4mm;&#34;&gt;
     $\phantom{\circ}\,$ $2147483647$ is $(2^{31}-1)$ which is the largest possible value $p$ working with 32-bits.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; $\boldsymbol p,$-adic Numbers &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;     
     $\circ\,$ We have again a problem, &lt;b&gt; in a finite field &lt;/b&gt; 1 is not smaller than 2. In fact:
&lt;/div&gt; &lt;br&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;     
     $|x = 0|_{\mathbb{F}_p} = 0 \quad \text{and} \quad |x \neq 0|_{\mathbb{F}_p} = 1$
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;     
     $\phantom{\circ}\,$ Can&#39;t easily take limits, without dividing by zero.
&lt;/div&gt;
&lt;br&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm&#34;&gt;
    $\circ\,$ A $p$-adic number $x \in \mathbb{Q}_p$ is Laurent expansion in powers of the prime $p$
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 4mm; margin-bottom: 1mm;&#34;&gt;     
     $x = a_{\nu_p} p^{\nu_p} + \dots + a_{-1}p^{-1} + a_{0} p^{0} + a_1 p^1 + \dots $
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 8mm&#34;&gt;
    $\circ\,$ The $p$-adic absolute value is defined as (note the minus sign!)
&lt;/div&gt;
&lt;div style=&#34;text-align: center; font-size: x-large; float: center; margin-top: 5mm; margin-bottom: 1mm;&#34;&gt;     
     $|x|_{\mathbb{Q}_p} = p^{-\nu_p} \quad \Rightarrow \quad |p|_{\mathbb{Q}_p} &lt; |1|_{\mathbb{Q}_p} &lt; |\frac{1}{p}|_{\mathbb{Q}_p}$
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 7mm;&#34;&gt;
    Retain integer arithmetics, while restoring the ability to take limits!
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;python-packages&#34;&gt;Python Packages&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; pyAdic &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ &lt;tt&gt;Pyadic&lt;/tt&gt; provides flexible number types for finite fields and $p$-adic numbers in Python. &lt;br&gt; Related algorithms, such as rational reconstruction are also implemented.
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;text-align: left; font-size: large; float: left; width: 100%; margin-left: -10mm;&#34;&gt; from pyadic import ModP
 from fractions import Fraction as Q
 ModP(Q(7, 13), 2147483647)
 &lt;&lt;&lt; 1817101548 % 2147483647
 # Can also go back to rationals
 from pyadic.finite_field import rationalise
 rationalise(ModP(Q(7, 13), 2147483647))
 &lt;&lt;&lt; Fraction(7, 13)
&lt;/code&gt;&lt;/pre&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Lips &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 0mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ &lt;tt&gt;Lips&lt;/tt&gt; is a phase-space generator and manipulator for 4-dimensional kinematics in any field, $\mathbb{C}, \mathbb{F}_p, \mathbb{Q}_p, \mathbb{Q}[i]$. It is particularly useful for spinor-helicity computations.
&lt;/div&gt;
&lt;pre&gt;&lt;code class=&#34;language-python&#34; style=&#34;text-align: left; font-size: large; float: left; width: 100%; margin-left: -10mm;&#34;&gt; from lips import Particles
 from lips.fields.field import Field
 # Random finite field phase space point, arbitrary multiplicity
 multiplicity = 5
 PSP = Particles(multiplicity, field=Field(&#34;finite field&#34;, 2 ** 31 - 1, 1), seed=0)
 # Evaluate an arbitrary complicated expression
 PSP(&#34;(8/3s23⟨24⟩[34])/(⟨15⟩⟨34⟩⟨45⟩⟨4|1+5|4])&#34;)
 &lt;&lt;&lt; 683666045 % 2147483647
&lt;/code&gt;&lt;/pre&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; float: left; margin-top: 4mm; margin-bottom: 4mm;&#34;&gt;
     $\circ\,$ It can also be used to generate points in singular configuration.
&lt;/div&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;
&lt;h1 id=&#34;spinor-helicity&#34;&gt;Spinor Helicity&lt;/h1&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;  Representations of the Lorentz group &lt;/b&gt;&lt;/p&gt;
&lt;font size=5&gt;
(Recall: $\mathfrak{so}(1, 3)_\mathbb{C} \sim \mathfrak{su}(2) \times \mathfrak{su}(2)$)
&lt;/font size&gt; 
&lt;font size=5&gt;
&lt;table&gt;
  &lt;thead&gt;
    &lt;tr&gt;
      &lt;th&gt;$(j_{-},j_{+})$&lt;/th&gt;
      &lt;th&gt;dim.&lt;/th&gt;
      &lt;th&gt;name&lt;/th&gt;
      &lt;th&gt;quantum field&lt;/th&gt;
      &lt;th&gt;kinematic variable&lt;/th&gt;
    &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
    &lt;tr&gt;
      &lt;td&gt;(0,0)&lt;/td&gt;
      &lt;td&gt;1&lt;/td&gt;
      &lt;td&gt;scalar&lt;/td&gt;
      &lt;td&gt;$h$&lt;/td&gt;
      &lt;td&gt;m&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(0,1/2)&lt;/td&gt;
      &lt;td&gt;2&lt;/td&gt;
      &lt;td&gt;right-handed Weyl spinor&lt;/td&gt;
      &lt;td&gt;$\chi_{R\,\alpha}$&lt;/td&gt;
      &lt;td&gt;$\lambda_\alpha$&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(1/2,0)&lt;/td&gt;
      &lt;td&gt;2&lt;/td&gt;
      &lt;td&gt;left-handed Weyl spinor&lt;/td&gt;
      &lt;td&gt;$\chi_L^{\,\dot\alpha}$&lt;/td&gt;
      &lt;td&gt;$\bar{\lambda}^{\dot\alpha}$&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(1/2,1/2)&lt;/td&gt;
      &lt;td&gt;4&lt;/td&gt;
      &lt;td&gt;rank-two spinor/four vector&lt;/td&gt;
      &lt;td&gt;$A^\mu/A^{\dot\alpha\alpha}$&lt;/td&gt;
      &lt;td&gt;$P^\mu/P^{\dot\alpha\alpha}$&lt;/td&gt;
    &lt;/tr&gt;
    &lt;tr&gt;
      &lt;td&gt;(1/2,0)$\oplus$(0,1/2)&lt;/td&gt;
      &lt;td&gt;4&lt;/td&gt;
      &lt;td&gt;bispinor (Dirac spinor)&lt;/td&gt;
      &lt;td&gt;$\Psi$&lt;/td&gt;
      &lt;td&gt;$u, v$&lt;/td&gt;
    &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;/font size&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;  Spinor Covariants &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;p&gt;Weyl spinors are sufficient for massless particles:&lt;/p&gt;
&lt;font size=5&gt;
$\text{det}(P^{\dot\alpha\alpha})=m^2 \rightarrow 0 \quad \Longrightarrow \quad P^{\dot\alpha\alpha} = \bar\lambda^{\dot\alpha}\lambda^\alpha$.
&lt;/font size&gt;
&lt;br&gt;
&lt;p&gt;In terms of 4-momentum components we have:&lt;/p&gt;
&lt;font size=5&gt;
$$
\lambda\_\alpha=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^0+p^3 \\\ p^1+ip^2\end{pmatrix} \, , \;\;\; \lambda^\alpha=\epsilon^{\alpha\beta} \lambda_\beta =\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^1+ip^2 \\\ -p^0+p^3\end{pmatrix}
$$
&lt;/font size&gt;
&lt;font size=5&gt;
$\bar\lambda\_{\dot\alpha}=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^0+p^3 \\\ p^1-ip^2\end{pmatrix} \, , \;\;\; \bar\lambda^{\dot\alpha}=\epsilon^{\dot\alpha\dot\beta}\bar\lambda_{\dot\beta}=\frac{1}{\sqrt{p^0+p^3}}\begin{pmatrix}p^1-ip^2 \\\ \-p^0+p^3\end{pmatrix}$
&lt;/font size&gt;
&lt;br&gt;
&lt;font size=5&gt;
$$
\bar\lambda\_{\dot\alpha} = (\lambda\_\alpha)^* \quad if \quad p^i \in \mathbb{R}; \quad \quad \bar\lambda\_{\dot\alpha} \neq (\lambda\_\alpha)^* \quad if \quad p^i \in \mathbb{C}
$$
&lt;/font size&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt;  Spinor Invariants &lt;/b&gt;
&lt;br&gt;&lt;/p&gt;
&lt;font size=5&gt;
$$
⟨ij⟩ = λ_iλ_j = (λ_i)^α(λ_j)_α \quad \quad \quad [ij] = \barλ_i\barλ_j = (\barλ_i)\_\dotα(\barλ_j)^\dotα
$$
$$
s_{ij} = ⟨ij⟩[ji]
$$
$$
⟨i\;|\;(j+k)\;|\;l] = (λ_i)^α (\not P_j + \not P_k )\_{α\dotα} \barλ_l^\dotα
$$
$$
⟨i\;|\;(j+k)\;|\;(l+m)\;|\;n⟩ = (λ_i)^α (\not P_j + \not P_k )\_{α \dot α} (\bar{\not P_l} + \bar{\not P_m} )^{\dot α α} (λ_n)_α
$$
$$
tr_5(ijkl) = tr(\gamma^5 \not P_i \not P_j \not P_k \not P_l) =  [i\,|\,j\,|\,k\,|\,l\,|\,i⟩ - ⟨i\,|\,j\,|\,k\,|\,l\,|\,i]
$$
&lt;/font size&gt;
&lt;/section&gt;
&lt;hr&gt;
&lt;section data-visibility=&#34;uncounted&#34;&gt;

&lt;section data-noprocess data-shortcode-slide
  
      
      data-background-image=&#34;varieties-no-background.png&#34;
  &gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;h1 id=&#34;the-geometry-of-phase-space&#34;&gt;The Geometry of Phase Space&lt;/h1&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;based on: &lt;a href=&#34;https://arxiv.org/abs/2203.04269&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;GDL, Page (JHEP 12 (2022) 140)&lt;/a&gt;&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Least Common Denominator Redux &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 1mm; margin-bottom: 7mm;&#34;&gt;
$\circ\,$ Can&#39;t draw pictures in high (complex) dimensions, so let&#39;s consider the simplified case $\mathbb{R}[x, y, z]$.
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large&#34;&gt;
$\circ\,$ Denominator factors $W_j$ correspond to &lt;i&gt; singular surfaces &lt;/i&gt;.
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:50%; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V1.png&#34;; style=&#34;max-width:250px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{orange}W_1 = (xy^2 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: left; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     Say we have:
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: center; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     $W_1 = xy^2 + y^3 - z^2$ &lt;br&gt;
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: left; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     A function $c_i(x,y,z)$ may or may not have $W_1$ as a pole, depending on what happens on the orange surface
	&lt;/div&gt;
	&lt;div style=&#34;width:50%; float: right; text-align: center; display: inline-block; margin-bottom: 5mm;&#34;&gt;
	     $\displaystyle \lim_{W_j \rightarrow \epsilon} c_i(x,y,z) \sim \frac{1}{\epsilon^{q_{ij}}} $
	&lt;/div&gt;
&lt;/div&gt;
&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;&lt;/p&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 5mm;&#34;&gt;
    The LCD tells us about what happens on surfaces with one less dimension than the full space.
&lt;/div&gt;
&lt;hr&gt;
&lt;p&gt;&lt;b style=&#34;font-variant: small-caps; font-size: xxx-large&#34;&gt; Multivariate Partial Fractions &lt;/b&gt;&lt;/p&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ To distinguish $\displaystyle \frac{1}{W_1W_2}$ from $\displaystyle \frac{1}{W_1} + \frac{1}{W_2}$, look at $W_1 \sim W_2 \rightarrow \epsilon \ll 1$. Geometrically:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:33%; float: left; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V1.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{orange}W_1 = (xy^2 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:33%; float: center; display: inline-block;  font-size: x-large;&#34;&gt;
	     &lt;img src=&#34;V2.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     ${\color{blue}W_2 = (x^3 + y^3 - z^2)}$
	&lt;/div&gt;
	&lt;div style=&#34;width:33%; float: right; display: inline-block;&#34;&gt;
	     &lt;img src=&#34;V3.png&#34;; style=&#34;max-width:230px; float:center; border:none; margin-top: 5px;&#34;&gt; &lt;br&gt;
	     $V(W_1) \cap V(W_2)$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;text-align: left; font-size: x-large; margin-top: 5mm;&#34;&gt;
$\circ\,$ &lt;i&gt; Primary decompositions &lt;/i&gt; of sets of polynomials (&lt;i&gt; ideals &lt;/i&gt;), anogous to integers:
&lt;/div&gt;
&lt;div style=&#34;display:block; width:100%; margin-top: 5mm; font-size: x-large;&#34;&gt;
	&lt;div style=&#34;width:30%; float: left; display: inline-block;&#34;&gt;
	     $60 = 5 \times 3 \times 2^2$
	&lt;/div&gt;
	&lt;div style=&#34;width:70%; float: right; display: inline-block;&#34;&gt;
	     $({\color{orange}xy^2 + y^3 - z^2}, {\color{blue}x^3 + y^3 - z^2}) = \\
	     {\color{magenta}(z^2,x+y)} \cup {\color{green}(y^3-z^2,x)} \cup {\color{red}(2y^3-z^2,x-y)}$
	&lt;/div&gt;
&lt;/div&gt;
&lt;div style=&#34;border: 2px solid black; font-size: x-large; padding: 10px; display: inline-block; margin-top: 7mm;&#34;&gt;
    Partial-fraction decompositions tell us about the relations between poles.
&lt;/div&gt;
&lt;/section&gt;
</description>
    </item>
    
  </channel>
</rss>
