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Bayesian regularization of empirical MDPs


Aug 03, 2022
Samarth Gupta, Daniel N. Hill, Lexing Ying, Inderjit Dhillon

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Quasi-Newton policy gradient algorithms


Oct 12, 2021
Haoya Li, Samarth Gupta, Hsiangfu Yu, Lexing Ying, Inderjit Dhillon

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* 18 pages, 10 figures 

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Best-Arm Identification in Correlated Multi-Armed Bandits


Sep 10, 2021
Samarth Gupta, Gauri Joshi, Osman Yağan

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* IEEE Journal on Selected Areas in Information Theory (Volume: 2, Issue: 2, June 2021) 

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Bandit-based Communication-Efficient Client Selection Strategies for Federated Learning


Dec 14, 2020
Yae Jee Cho, Samarth Gupta, Gauri Joshi, Osman Yağan

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Integer Programming-based Error-Correcting Output Code Design for Robust Classification


Oct 30, 2020
Samarth Gupta, Saurabh Amin

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Multi-Armed Bandits with Correlated Arms


Dec 03, 2019
Samarth Gupta, Shreyas Chaudhari, Gauri Joshi, Osman Yağan

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* arXiv admin note: text overlap with arXiv:1808.05904 A special case of the model studied in this paper is presented in arXiv:1808.05904 

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Exploiting Correlation in Finite-Armed Structured Bandits


Oct 18, 2018
Samarth Gupta, Gauri Joshi, Osman Yağan

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Correlated Multi-armed Bandits with a Latent Random Source


Aug 17, 2018
Samarth Gupta, Gauri Joshi, Osman Yağan

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Active Distribution Learning from Indirect Samples


Aug 16, 2018
Samarth Gupta, Gauri Joshi, Osman Yağan

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* Allerton Conference on Communication, Control and Computing, 2018 

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