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Toward a Geometrical Understanding of Self-supervised Contrastive Learning


May 13, 2022
Romain Cosentino, Anirvan Sengupta, Salman Avestimehr, Mahdi Soltanolkotabi, Antonio Ortega, Ted Willke, Mariano Tepper

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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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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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Why do similarity matching objectives lead to Hebbian/anti-Hebbian networks?


Jul 11, 2017
Cengiz Pehlevan, Anirvan Sengupta, Dmitri B. Chklovskii

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* Accepted for publication in Neural Computation 

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