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03/02/2023
Efficient Rate Optimal Regret for Adversarial Contextual MDPs Using Online Function Approximation
We present the OMG-CMDP! algorithm for regret minimization in adversaria...
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11/27/2022
Counterfactual Optimism: Rate Optimal Regret for Stochastic Contextual MDPs
We present the UC^3RL algorithm for regret minimization in Stochastic Co...
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07/22/2022
Optimism in Face of a Context: Regret Guarantees for Stochastic Contextual MDP
We present regret minimization algorithms for stochastic contextual MDPs...
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03/02/2022