Simons Foundation

Publications

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

Neural population geometry and optimal coding of tasks with shared latent structure

Albert J. Wakhloo, Will Slatton, S. Chung

Nonequilibrium Thermodynamics of Biochemical Networks: Energetics of Cellular Functions

Sparse input representations explain odor discrimination in complex, concentration-varying mixtures

Hannah McCalmon, George Cai, Constantine Tsibouris, Farhad Pashakhanloo, S. Chung , Vikrant Kapoor, Venkatesh N Murthy

Neurons as Detectors of Coherent Sets in Sensory Dynamics

J. Pughe-Sanford, X. Ding, J. Moore, A. Sengupta, C. Epstein, P. Greengard, D. Chklovskii

Transient learning dynamics drive escape from sharp valleys in Stochastic Gradient Descent

Ning Yang, Yikuan Zhang, Qi Ouyang, Chao Tang, Y. Tu