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20222026
most citedOptimism in Face of a Context: Regret Guarantees for Stochastic Contextual MDP

1 citations · 2 across the 9 of their papers we have counts for

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cs.LG2022

Eluder-based Regret for Stochastic Contextual MDPs

Orin Levy, Asaf Cassel, Alon Cohen +1

We present the E-UCRL algorithm for regret minimization in Stochastic Contextual Markov Decision Processes (CMDPs). The algorithm operates under the minimal assumptions of real…

cs.LG2022★ 1 cited

Optimism in Face of a Context: Regret Guarantees for Stochastic Contextual MDP

Orin Levy, Yishay Mansour

We present regret minimization algorithms for stochastic contextual MDPs under minimum reachability assumption, using an access to an offline least square regression oracle. We ana…

cs.LG2022★ 1 cited

Learning Efficiently Function Approximation for Contextual MDP

Orin Levy, Yishay Mansour

We study learning contextual MDPs using a function approximation for both the rewards and the dynamics. We consider both the case that the dynamics dependent or independent of the…