Connectionists: Call for Papers NeurIPS 2025 Workshop on Symmetry, Geometry and Neural Representations (NeurReps)

[Simone Azeglio]

Hello Everyone,

We are pleased to announce the call for papers for the 4th edition of
the *NeurReps
Workshop on Symmetry and Geometry in Neural Representations
<https://www.neurreps.org/>* at NeurIPS 2025 in San Diego (December 6-7).

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.

*Important Information:*

   - *Submission Deadline:* August 29, 2025 (11:59 PM AoE)
   - *Author Notification:* September 22, 2025
   - *Best Paper Awards (sponsored by NewTheory AI
   <https://www.newtheory.ai/>):* $500 prize for top submissions in each
   category:
      - Neuroscience & Interpretability
      - Topological & Geometric ML
      - Symmetry & Equivariance

*Submission Tracks:*

   1. Proceedings Track (up to 9 pages, published in PMLR)
   2. Extended Abstract Track (up to 4 pages)

*Topics of Interest:*

   - Representational geometry in neural data
   - Theory and methods for learning invariant/equivariant representations
   - Topological deep learning and topological data analysis
   - Dynamics of neural representations
   - Geometric approaches to mechanistic interpretability
   - Symmetries, dynamical systems, and learning

*Invited Speakers:*

   - SueYeon Chung (NYU & Flatiron)
   - Surya Ganguli (Stanford)
   - Max Tegmark (MIT)
   - Katrin Franke (Enigma Project)
   - Bastian Rieck (University of Fribourg)
   - Razvan Pascanu (DeepMind & MILA)

For submission instructions and LaTeX templates, please visit:
https://www.neurreps.org/call-for-papers

Questions? Contact us at organizers at neurreps.org

Best regards,

Simone Azeglio & NeurReps Workshop Organizers
-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20250820/cbfa4dd8/attachment.html>