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 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): $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@neurreps.org

Best regards,

Simone Azeglio & NeurReps Workshop Organizers