
![]() Distributionally Robust Reinforcement Learning with Interactive Data
Collection: Fundamental Hardness and Near-Optimal AlgorithmNeural Information Processing Systems (NeurIPS), 2024 |
![]() Bridging Distributionally Robust Learning and Offline RL: An Approach to
Mitigate Distribution Shift and Partial Data CoverageConference on Learning for Dynamics & Control (L4DC), 2023 |
![]() Natural Actor-Critic for Robust Reinforcement Learning with Function
ApproximationNeural Information Processing Systems (NeurIPS), 2023 |
![]() Survival Instinct in Offline Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2023 |
![]() Double Pessimism is Provably Efficient for Distributionally Robust
Offline Reinforcement Learning: Generic Algorithm and Robust Partial CoverageNeural Information Processing Systems (NeurIPS), 2023 |
![]() Single-Trajectory Distributionally Robust Reinforcement LearningInternational Conference on Machine Learning (ICML), 2023 |