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first-order regret

3 papers

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regret bound (3) contextual bandit (2) policy space (1) catoni mean estimator (1) optimization oracle (1) linear mdp (1) robust estimation (1) linear function approximation (1) online learning (1) reinforcement learning (1)

Papers

First-Order Regret in Reinforcement Learning with Linear Function Approximation: A Robust Estimation Approach ICML 2022 Make the Minority Great Again: First-Order Regret Bound for Contextual Bandits ICML 2018 Open Problem: First-Order Regret Bounds for Contextual Bandits COLT 2017