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Simple and near-optimal algorithms for hidden stratification and multi-group learning


Dec 22, 2021
Christopher Tosh, Daniel Hsu


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Bayesian decision-making under misspecified priors with applications to meta-learning


Jul 03, 2021
Max Simchowitz, Christopher Tosh, Akshay Krishnamurthy, Daniel Hsu, Thodoris Lykouris, Miroslav Dudík, Robert E. Schapire


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Contrastive learning, multi-view redundancy, and linear models


Aug 24, 2020
Christopher Tosh, Akshay Krishnamurthy, Daniel Hsu


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Expressivity of expand-and-sparsify representations


Jun 05, 2020
Sanjoy Dasgupta, Christopher Tosh


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Contrastive estimation reveals topic posterior information to linear models


Mar 04, 2020
Christopher Tosh, Akshay Krishnamurthy, Daniel Hsu


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Interactive Topic Modeling with Anchor Words


Jun 18, 2019
Sanjoy Dasgupta, Stefanos Poulis, Christopher Tosh

* presented at 2019 ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA 

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Bayesian Tensor Filtering: Smooth, Locally-Adaptive Factorization of Functional Matrices


Jun 10, 2019
Wesley Tansey, Christopher Tosh, David M. Blei


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Diameter-based Interactive Structure Search


Jun 05, 2019
Christopher Tosh, Daniel Hsu

* Presented at 2019 ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA 

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Structural query-by-committee


Mar 17, 2018
Christopher Tosh, Sanjoy Dasgupta


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Diameter-Based Active Learning


Jun 09, 2017
Christopher Tosh, Sanjoy Dasgupta

* 16 pages, 2 figures 

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