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@neurreps.org Best regards, Simone Azeglio & NeurReps Workshop Organizers