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A normative framework for deriving neural networks with multi-compartmental neurons and non-Hebbian plasticity


Feb 20, 2023
David Lipshutz, Yanis Bahroun, Siavash Golkar, Anirvan M. Sengupta, Dmitri B. Chklovskii

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Spatial Transformer K-Means


Feb 16, 2022
Romain Cosentino, Randall Balestriero, Yanis Bahroun, Anirvan Sengupta, Richard Baraniuk, Behnaam Aazhang

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* arXiv admin note: substantial text overlap with arXiv:2012.09743 

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A Normative and Biologically Plausible Algorithm for Independent Component Analysis


Nov 17, 2021
Yanis Bahroun, Dmitri B Chklovskii, Anirvan M Sengupta

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A Similarity-preserving Neural Network Trained on Transformed Images Recapitulates Salient Features of the Fly Motion Detection Circuit


Feb 10, 2021
Yanis Bahroun, Anirvan M. Sengupta, Dmitri B. Chklovskii

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* Body and supplementary materials of NeurIPS 2019 paper 

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A Neural Network with Local Learning Rules for Minor Subspace Analysis


Feb 10, 2021
Yanis Bahroun, Dmitri B. Chklovskii

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Interpretable Image Clustering via Diffeomorphism-Aware K-Means


Dec 16, 2020
Romain Cosentino, Randall Balestriero, Yanis Bahroun, Anirvan Sengupta, Richard Baraniuk, Behnaam Aazhang

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A biologically plausible neural network for local supervision in cortical microcircuits


Nov 30, 2020
Siavash Golkar, David Lipshutz, Yanis Bahroun, Anirvan M. Sengupta, Dmitri B. Chklovskii

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* Abstract presented at the NeurIPS 2020 workshop "Beyond Backpropagation". arXiv admin note: text overlap with arXiv:2010.12660 

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


Oct 23, 2020
Siavash Golkar, David Lipshutz, Yanis Bahroun, Anirvan M. Sengupta, Dmitri B. Chklovskii

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* Body and supplementary materials of NeurIPS 2020 paper. 19 pages, 7 figures 

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A biologically plausible neural network for multi-channel Canonical Correlation Analysis


Oct 01, 2020
David Lipshutz, Yanis Bahroun, Siavash Golkar, Anirvan M. Sengupta, Dmitri B. Chkovskii

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* 34 pages, 8 figures 

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Online Representation Learning with Single and Multi-layer Hebbian Networks for Image Classification


Jan 29, 2018
Yanis Bahroun, Andrea Soltoggio

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* 8 pages, 6 figures 

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