Simons Foundation

Publications

Interpretable Image Clustering via Diffeomorphism-Aware K-Means

R. Cosentino, Y. Bahroun, R. Balestriero, A. Sengupta, B. Aazhang, R. Baraniuk

A biologically plausible neural network for local supervision in cortical microcircuits

A. Sengupta, S. Golkar, D. Lipshutz, D. Chklovskii, Y. Bahroun

A simple normative network approximates local non-Hebbian learning in the cortex

A. Sengupta, D. Lipshutz, Y. Bahroun, S. Golkar, D. Chklovskii

A biologically plausible neural network for Slow Feature Analysis

D. Lipshutz, C. Windorf, S. Golkar, D. Chklovskii

Biologically plausible single-layer networks for nonnegative independent component analysis

D. Lipshutz, C. Pehlevan, D. Chklovskii

Learning arbitrary stimulus-reward associations for naturalistic stimuli involves transition from learning about features to learning about objects

J. Xu, S. Farashahi, A. Soltani

Efficient coding of natural scene statistics predicts discrimination thresholds for grayscale textures

T. Tesileanu, J. Briguglio, A. Hermundstad, J. Victor, V. Balasubramanian

Neurons as Canonical Correlation Analyzers

D. Chklovskii, A. Sengupta, C. Pehlevan

Customer-server population dynamics in heavy traffic

R. Atar, P. Karmakar, D. Lipshutz

Neuronal Gaussian Process Regression

J. Friedrich