Simons Foundation

Publications

Generalized Compressed Sensing for Image Reconstruction with Diffusion Probabilistic Models

Ling-Qi Zhang, Z. Kadkhodaie, E. P. Simoncelli, D. H. Brainard

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

Disentangled representations via score-based variational autoencoders

Benjamin S. H. Lyo, C. Savin, E. P. Simoncelli

From labels to latents: revealing state-dependent hippocampal computations with Jump Latent Variable Model

S. Zheng, Ipshita Zutshi, Roman Huszár, Yiyao Zhang, Mursel Karadas, György Buzsáki, A. Williams

Neurons as Detectors of Coherent Sets in Sensory Dynamics

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

Scalable inference of functional neural connectivity at submillisecond timescales

A. Medvedeva, E. Balzani, A. Williams, Stephen L Keeley

Unconditional CNN denoisers contain sparse semantic representation of images

Z. Kadkhodaie, S. Mallat, E. P. Simoncelli

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

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

Correcting Non-Uniform Milling in FIB-SEM Images with Unsupervised Cross-Plane Image-to-Image Translation

Yicong Li, Yuri Kreinin, Siyu Huang, E. Schomburg, D. Chklovskii, Hanspeter Pfister, J. Wu

Estimating Dimensionality of Neural Representations from Finite Samples

C. Chun, A. Canatar, S. Chung , Daniel Lee

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