<div dir="ltr"><p class="gmail-whitespace-normal gmail-break-words">Hello Everyone,</p>
<p class="gmail-whitespace-normal gmail-break-words">We are pleased to announce the call for papers for the 4th edition of the <strong><a href="https://www.neurreps.org/">NeurReps Workshop on Symmetry and Geometry in Neural Representations</a></strong> at NeurIPS 2025 in San Diego (December 6-7).</p>
<p class="gmail-whitespace-normal gmail-break-words">Our workshop brings together researchers from computational neuroscience, deep learning, and applied mathematics to explore geometric principles underlying neural representations in both biological and artificial systems.</p>
<p class="gmail-whitespace-normal gmail-break-words"><strong>Important Information:</strong></p>
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<li class="gmail-whitespace-normal gmail-break-words"><strong>Submission Deadline:</strong> August 29, 2025 (11:59 PM AoE)</li>
<li class="gmail-whitespace-normal gmail-break-words"><strong>Author Notification:</strong> September 22, 2025</li>
<li class="gmail-whitespace-normal gmail-break-words"><strong>Best Paper Awards (sponsored by <a href="https://www.newtheory.ai/">NewTheory AI</a>):</strong> $500 prize for top submissions in each category:
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<li class="gmail-whitespace-normal gmail-break-words">Neuroscience & Interpretability</li>
<li class="gmail-whitespace-normal gmail-break-words">Topological & Geometric ML</li>
<li class="gmail-whitespace-normal gmail-break-words">Symmetry & Equivariance</li>
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<p class="gmail-whitespace-normal gmail-break-words"><strong>Submission Tracks:</strong></p>
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<li class="gmail-whitespace-normal gmail-break-words">Proceedings Track (up to 9 pages, published in PMLR)</li>
<li class="gmail-whitespace-normal gmail-break-words">Extended Abstract Track (up to 4 pages)</li>
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<p class="gmail-whitespace-normal gmail-break-words"><strong>Topics of Interest:</strong></p>
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<li class="gmail-whitespace-normal gmail-break-words">Representational geometry in neural data</li>
<li class="gmail-whitespace-normal gmail-break-words">Theory and methods for learning invariant/equivariant representations</li>
<li class="gmail-whitespace-normal gmail-break-words">Topological deep learning and topological data analysis</li>
<li class="gmail-whitespace-normal gmail-break-words">Dynamics of neural representations</li>
<li class="gmail-whitespace-normal gmail-break-words">Geometric approaches to mechanistic interpretability</li>
<li class="gmail-whitespace-normal gmail-break-words">Symmetries, dynamical systems, and learning</li>
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<p class="gmail-whitespace-normal gmail-break-words"><strong>Invited Speakers:</strong></p>
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<li class="gmail-whitespace-normal gmail-break-words">SueYeon Chung (NYU & Flatiron)</li>
<li class="gmail-whitespace-normal gmail-break-words">Surya Ganguli (Stanford)</li>
<li class="gmail-whitespace-normal gmail-break-words">Max Tegmark (MIT)</li>
<li class="gmail-whitespace-normal gmail-break-words">Katrin Franke (Enigma Project)</li>
<li class="gmail-whitespace-normal gmail-break-words">Bastian Rieck (University of Fribourg)</li>
<li class="gmail-whitespace-normal gmail-break-words">Razvan Pascanu (DeepMind & MILA)</li>
</ul>
<p class="gmail-whitespace-normal gmail-break-words">For submission instructions and LaTeX templates, please visit: <a class="gmail-underline" href="https://www.neurreps.org/call-for-papers">https://www.neurreps.org/call-for-papers</a></p>
<p class="gmail-whitespace-normal gmail-break-words">Questions? Contact us at <a class="gmail-underline" href="mailto:organizers@neurreps.org">organizers@neurreps.org</a></p>
<p class="gmail-whitespace-pre-wrap gmail-break-words">Best regards,
<br><br>Simone Azeglio & NeurReps Workshop Organizers</p></div>