conftrace_

distributionally robust reinforcement learning

4 papers

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Also known as

DRRL DR-RL

Co-occurring keywords

sample complexity (1169) robust policy (24) uncertainty set (25) markov decision process (790) reinforcement learning (4352) worst-case environment (1) state space (27) robust policy learning (4) exploration exploitation trade-off (4) l_p norm (3)

Papers

Distributionally Robust Reinforcement Learning with Interactive Data Collection: Fundamental Hardness and Near-Optimal Algorithms NIPS 2024
Distributionally Robust Model-based Reinforcement Learning with Large State Spaces AISTATS 2024
Near-Optimal Distributionally Robust Reinforcement Learning with General $L_p$ Norms NIPS 2024
Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning AISTATS 2023