Proceedings of Machine Learning Research

Jekyll2026-09-04T16:46:03+00:00https://proceedings.mlr.press/v282/feed.xmlProceedings of Machine Learning ResearchProceedings of the 4th (2025) and 3rd (2024) NeurIPS Workshops on Symmetry and Geometry in Neural Representations Held in Vancouver, Canada and San Diego, California, USA on 14 December 2024 to 07 December 2025 Published as Volume 282 by the Proceedings of Machine Learning Research on 04 September 2026. Volume Edited by: Francisco Acosta Simone Azeglio Bahareh Tolooshams Chase van de Geijn Christian Shewmake Sophia Sanborn Nina Miolane Series Editors: Tegan Emerson Hoel Kervadec Neil D. Lawrence PMLRPreface2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/acosta26a[{"given"=>"Francisco", "family"=>"Acosta"}, {"given"=>"Simone", "family"=>"Azeglio"}, {"given"=>"Chase", "family"=>"Geijn", "prefix"=>"van de"}, {"given"=>"Christian", "family"=>"Shewmake"}, {"given"=>"Sophia", "family"=>"Sanborn"}, {"given"=>"Nina", "family"=>"Miolane"}]

Representational Homomorphism Error Predicts Compositional Generalization In Language Models2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/an26a[{"given"=>"Zhiyu", "family"=>"An"}, {"given"=>"Wan", "family"=>"Du"}]

Koopman Autoencoders Learn Neural Representation Dynamics2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/aswani26a[{"given"=>"Nishant Suresh", "family"=>"Aswani"}, {"given"=>"Saif", "family"=>"Jabari"}]

Preface2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/azeglio26a[{"given"=>"Simone", "family"=>"Azeglio"}, {"given"=>"Bahareh", "family"=>"Tolooshams"}, {"given"=>"Chase", "family"=>"Geijn", "prefix"=>"van de"}, {"given"=>"Christian", "family"=>"Shewmake"}, {"given"=>"Sophia", "family"=>"Sanborn"}, {"given"=>"Nina", "family"=>"Miolane"}]

A Cosmic-Scale Benchmark for Symmetry-Preserving Data Processing2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/balla26a[{"given"=>"Julia", "family"=>"Balla"}, {"given"=>"Siddharth", "family"=>"Mishra-Sharma"}, {"given"=>"Carolina", "family"=>"Cuesta-Lazaro"}, {"given"=>"Tommi", "family"=>"Jaakkola"}, {"given"=>"Tess", "family"=>"Smidt"}]

On neural circuits of working memory sequence permutation: optimizing circuit architectures via Cayley graphs2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/bien26a[{"given"=>"Kevin", "family"=>"Bien"}, {"given"=>"Junfeng", "family"=>"Zuo"}, {"given"=>"Wenhao", "family"=>"Zhang"}]

Beyond Parallelism: Synergistic Computational Graph Effects in Multi-Head Attention2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/borde26a[{"given"=>"Haitz Sáez de Ocáriz", "family"=>"Borde"}]

Emergent Riemannian geometry over learning discrete computations on continuous manifolds2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/brandon26a[{"given"=>"Julian", "family"=>"Brandon"}, {"given"=>"Angus", "family"=>"Chadwick"}, {"given"=>"Arthur", "family"=>"Pellegrino"}]

Tracking Memorization Geometry throughout the Diffusion Model Generative Process2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/brokman26a[{"given"=>"Jonathan", "family"=>"Brokman"}, {"given"=>"Itay", "family"=>"Gershon"}, {"given"=>"Omer", "family"=>"Hofman"}, {"given"=>"Guy", "family"=>"Gilboa"}, {"given"=>"Roman", "family"=>"Vainshtein"}]

An Informational Parsimony Perspective on Probabilistic Symmetries2026-09-04T00:00:00+00:002026-09-04T00:00:00+00:00https://proceedings.mlr.press/v282/charvin26a[{"given"=>"Hippolyte", "family"=>"Charvin"}, {"given"=>"Nicola", "family"=>"Catenacci Volpi"}, {"given"=>"Daniel", "family"=>"Polani"}]