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Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning.

, , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 9728-9754. PMLR, (2023)

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Sample Complexity of Model-Based Robust Reinforcement Learning., and . CDC, page 2240-2245. IEEE, (2021)Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning., , , , and . NeurIPS, (2022)AttackGNN: Red-Teaming GNNs in Hardware Security Using Reinforcement Learning., , , and . USENIX Security Symposium, USENIX Association, (2024)Dynamic Regret Analysis of Safe Distributed Online Optimization for Convex and Non-convex Problems., , , and . Trans. Mach. Learn. Res., (2023)Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning., , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 9728-9754. PMLR, (2023)Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees., and . ICML, volume 139 of Proceedings of Machine Learning Research, page 511-520. PMLR, (2021)Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments., , , , and . CoRR, (2022)DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning., , , , and . NeurIPS, (2022)Robust Reinforcement Learning using Offline Data., , , and . NeurIPS, (2022)DETERRENT: detecting trojans using reinforcement learning., , , , and . DAC, page 697-702. ACM, (2022)