Simons Foundation

Publications

A Network of Biologically Inspired Rectified Spectral Units (ReSUs) Learns Hierarchical Features Without Error Backpropagation

S. Qin, J. Pughe-Sanford, A. Genkin, Pembe Gizem Ozdil, P. Greengard, A. Sengupta, D. Chklovskii

Linear Readout of Neural Manifolds with Continuous Variables

Will Slatton, C. Chou , S. Chung

Diagnosing Generalization Failures from Representational Geometry Markers

C. Chou , A. Kirsanov, Yao-Yuan Yang, S. Chung

Natural Image Statistics, Visual Representation, and Denoising

Imran Thobani, Alisa Leshchenko, E. P. Simoncelli

The head-direction signal is generated by multiple attractor-like networks

G. Viejo, Sofia Skromne Carrasco, Adrien Peyrache

Learning a distance measure from the information-estimation geometry of data

G. Ohayon, P. Fiquet, F. Guth, Jona Ballé, E. P. Simoncelli

Emergent Manifold Separability during Reasoning in Large Language Models

Alexandre Polo, C. Chun, S. Chung

Months-long stability of the head-direction system

Sofia Skromne Carrasco, G. Viejo, Adrien Peyrache

Blind denoising diffusion models and the blessings of dimensionality

Z. Kadkhodaie, Aram-Alexandre Pooladian, Sinho Chewi, E. P. Simoncelli

On the Superlinear Relationship between SGD Noise Covariance and Loss Landscape Curvature

Yikuan Zhang, Ning Yang, Y. Tu