NeurIPS 2024 Workshop NeurReps Submissions

Connecting Neural Models Latent Geometries with Relative Geodesic Representations
Hanlin Yu, Berfin Inal, Marco Fumero
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Storing overlapping associative memories on latent manifolds in low-rank spiking networks
William F. Podlaski, Christian K. Machens
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Structured In-Context Task Representations
Core Francisco Park, Andrew Lee, Ekdeep Singh Lubana, Kento Nishi, Maya Okawa, Hidenori Tanaka
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Toward Understanding How the Data Affects Neural Collapse: A Kernel-Based Approach
Vignesh Kothapalli, Tom Tirer
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Dynamical symmetries in the fluctuation-driven regime: an application of Noether's theorem to noisy dynamical systems
John Vastola
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Neural Network Symmetrisation in Concrete Settings
Rob Cornish
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Hamiltonian Matching for Symplectic Neural Integrators
Priscilla Canizares, Davide Murari, Carola-Bibiane Schönlieb, Ferdia Sherry, Zakhar Shumaylov
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Oral
- Readers: Everyone
Klein Model for Hyperbolic Neural Networks
Yidan Mao, Jing Gu, Marcus C. Werner, Dongmian Zou
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Geometric Machine Learning on EEG Signals
Benjamin J. Choi
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Structure Matters: Deciphering Neural Network's Properties from its Structure
Shashata Sawmya, Md Toki Tahmid, Gourab Saha, Arpita Saha, Nir N Shavit, Lu Mi
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Range-aware Positional Encoding via High-order Pretraining: Theory and Practice
Viet Anh Nguyen, Nhat Khang Ngo, Hy Truong Son
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Leveraging Symmetry to Accelerate Learning of Trajectory Tracking Controllers for Free-Flying Robotic Systems
Jake Welde, Nishanth Rao, Pratik Kunapuli, Dinesh Jayaraman, Vijay Kumar
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Oral
- Readers: Everyone
Supervised Quadratic Feature Analysis: An information geometry approach to dimensionality reduction
Daniel Herrera-Esposito, Johannes Burge
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
sa-SVAE: a Shared and Aligned Structured Variational Autoencoder for Extracting Behaviorally Relevant and Preserved Neural Dynamics Across Animals
Yiqi Jiang, Kaiwen Sheng, Seung Je Woo, Yu Shikano, Yixiu Zhao, Canwen Zhang, Scott Linderman, Mark Schnitzer
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Symmetry-Aware Generative Modeling through Learned Canonicalization
Kusha Sareen, Daniel Levy, Arnab Kumar Mondal, Sékou-Oumar Kaba, Tara Akhound-Sadegh, Siamak Ravanbakhsh
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Neural Representational Geometry of Concepts in Large Language Models
Linden Schrage, Kazuki Irie, Haim Sompolinsky
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
BiEquiFormer: Bi-Equivariant Representations for Global Point Cloud Registration
Stefanos Pertigkiozoglou, Evangelos Chatzipantazis, Kostas Daniilidis
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
A minimalistic representation model for head direction system
Minglu Zhao, Dehong Xu, Deqian Kong, Wenhao Zhang, Ying Nian Wu
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
On Optimal Lifting to SE(2) in Equivariant Neural Networks
Chase van de Geijn, Remco Duits, Erik J Bekkers
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Geometric Signatures of Compositionality Across a Language Model’s Lifetime
Jin Hwa Lee, Thomas Jiralerspong, Lei Yu, Emily Cheng
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
Visualizing Loss Functions as Topological Landscape Profiles
Caleb Geniesse, Jiaqing Chen, Tiankai Xie, Ge Shi, Yaoqing Yang, Dmitriy Morozov, Talita Perciano, Michael W. Mahoney, Ross Maciejewski, Gunther H. Weber
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Oral
- Readers: Everyone
Towards Foundation Models on Graphs: An Analysis on Cross-Dataset Transfer of Pretrained GNNs
Fabrizio Frasca, Fabian Jogl, Moshe Eliasof, Matan Ostrovsky, Carola-Bibiane Schönlieb, Thomas Gärtner, Haggai Maron
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
MNIST-Nd: a set of naturalistic datasets to benchmark clustering across dimensions
Polina Turishcheva, Laura Hansel, Martin Ritzert, Marissa A. Weis, Alexander S Ecker
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone
An Information Parsimony Perspective on Probabilistic Symmetries
Hippolyte Charvin, Nicola Catenacci Volpi, Daniel Polani
- Published: 23 Oct 2024, Last Modified: 07 Apr 2025
- NeurReps 2024 Poster
- Readers: Everyone
Graph Neural Networks Uncover Geometric Neural Representations in Reinforcement-Based Motor Learning
Federico Nardi, Jinpei Han, Shlomi Haar, Aldo A. Faisal
- Published: 23 Oct 2024, Last Modified: 24 Feb 2025
- NeurReps 2024 Poster
- Readers: Everyone