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Contrastive Learning with Hard Negative Samples

Oct 09, 2020
Joshua Robinson, Ching-Yao Chuang, Suvrit Sra, Stefanie Jegelka


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Deep sr-DDL: Deep Structurally Regularized Dynamic Dictionary Learning to Integrate Multimodal and Dynamic Functional Connectomics data for Multidimensional Clinical Characterizations

Aug 27, 2020
Niharika Shimona D'Souza, Mary Beth Nebel, Deana Crocetti, Nicholas Wymbs, Joshua Robinson, Stewart H. Mostofsky, Archana Venkataraman


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Debiased Contrastive Learning

Jul 05, 2020
Ching-Yao Chuang, Joshua Robinson, Lin Yen-Chen, Antonio Torralba, Stefanie Jegelka


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A Deep-Generative Hybrid Model to Integrate Multimodal and Dynamic Connectivity for Predicting Spectrum-Level Deficits in Autism

Jul 03, 2020
Niharika Shimona D'Souza, Mary Beth Nebel, Deana Crocetti, Nicholas Wymbs, Joshua Robinson, Stewart Mostofsky, Archana Venkataraman


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Strength from Weakness: Fast Learning Using Weak Supervision

Feb 19, 2020
Joshua Robinson, Stefanie Jegelka, Suvrit Sra

* 21 pages, 8 figures 

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Flexible Modeling of Diversity with Strongly Log-Concave Distributions

Jun 12, 2019
Joshua Robinson, Suvrit Sra, Stefanie Jegelka


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