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More for Less: Safe Policy Improvement with Stronger Performance Guarantees.

, , , , , and . IJCAI, page 4406-4415. ijcai.org, (2023)

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Risk-aware curriculum generation for heavy-tailed task distributions., , , and . UAI, volume 216 of Proceedings of Machine Learning Research, page 1132-1142. PMLR, (2023)WCSAC: Worst-Case Soft Actor Critic for Safety-Constrained Reinforcement Learning., , , and . AAAI, page 10639-10646. AAAI Press, (2021)Safe Policy Improvement with Baseline Bootstrapping in Factored Environments., and . AAAI, page 4967-4974. AAAI Press, (2019)AlwaysSafe: Reinforcement Learning without Safety Constraint Violations during Training., , and . AAMAS, page 1226-1235. ACM, (2021)Structure Learning for Safe Policy Improvement., and . IJCAI, page 3453-3459. ijcai.org, (2019)Safe Policy Improvement for POMDPs via Finite-State Controllers., , and . CoRR, (2023)Safety-constrained reinforcement learning with a distributional safety critic., , , and . Mach. Learn., 112 (3): 859-887 (March 2023)Targeted Adversarial Attacks on Deep Reinforcement Learning Policies via Model Checking., , , and . ICAART (3), page 501-508. SCITEPRESS, (2023)Robust Anytime Learning of Markov Decision Processes., , , and . NeurIPS, (2022)Robust Active Measuring under Model Uncertainty., , , and . AAAI, page 21276-21284. AAAI Press, (2024)