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Learning Zero-sum Stochastic Games with Posterior Sampling


Sep 08, 2021
Mehdi Jafarnia-Jahromi, Rahul Jain, Ashutosh Nayyar


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Online Learning for Cooperative Multi-Player Multi-Armed Bandits


Sep 07, 2021
William Chang, Mehdi Jafarnia-Jahromi, Rahul Jain


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Implicit Finite-Horizon Approximation and Efficient Optimal Algorithms for Stochastic Shortest Path


Jun 15, 2021
Liyu Chen, Mehdi Jafarnia-Jahromi, Rahul Jain, Haipeng Luo


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Online Learning for Stochastic Shortest Path Model via Posterior Sampling


Jun 09, 2021
Mehdi Jafarnia-Jahromi, Liyu Chen, Rahul Jain, Haipeng Luo


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Online Learning for Unknown Partially Observable MDPs


Feb 25, 2021
Mehdi Jafarnia-Jahromi, Rahul Jain, Ashutosh Nayyar


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Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation


Jul 23, 2020
Chen-Yu Wei, Mehdi Jafarnia-Jahromi, Haipeng Luo, Rahul Jain


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A Model-free Learning Algorithm for Infinite-horizon Average-reward MDPs with Near-optimal Regret


Jun 08, 2020
Mehdi Jafarnia-Jahromi, Chen-Yu Wei, Rahul Jain, Haipeng Luo


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Model-free Reinforcement Learning in Infinite-horizon Average-reward Markov Decision Processes


Oct 15, 2019
Chen-Yu Wei, Mehdi Jafarnia-Jahromi, Haipeng Luo, Hiteshi Sharma, Rahul Jain


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PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning


Dec 25, 2018
Mehdi Jafarnia-Jahromi, Tasmin Chowdhury, Hsin-Tai Wu, Sayandev Mukherjee


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