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A Modern Perspective on Safe Automated Driving for Different Traffic Dynamics Using Constrained Reinforcement Learning.

, , , , , , and . ITSC, page 4017-4023. IEEE, (2022)

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AlwaysSafe: Reinforcement Learning without Safety Constraint Violations during Training., , and . AAMAS, page 1226-1235. ACM, (2021)Risk-aware curriculum generation for heavy-tailed task distributions., , , and . UAI, volume 216 of Proceedings of Machine Learning Research, page 1132-1142. PMLR, (2023)Safe Policy Improvement with Baseline Bootstrapping in Factored Environments., and . AAAI, page 4967-4974. AAAI Press, (2019)WCSAC: Worst-Case Soft Actor Critic for Safety-Constrained Reinforcement Learning., , , and . AAAI, page 10639-10646. AAAI Press, (2021)Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning., , , , , , and . CoRR, (2024)A Supervised Learning Approach to Robust Reinforcement Learning for Job Shop Scheduling., , and . ICAART (3), page 1324-1335. SCITEPRESS, (2024)Scalable Safe Policy Improvement via Monte Carlo Tree Search., , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 3732-3756. PMLR, (2023)Reinforcement Learning by Guided Safe Exploration., , , , and . ECAI, volume 372 of Frontiers in Artificial Intelligence and Applications, page 2858-2865. IOS Press, (2023)Robust Active Measuring under Model Uncertainty., , , and . AAAI, page 21276-21284. AAAI Press, (2024)Robust Anytime Learning of Markov Decision Processes., , , and . NeurIPS, (2022)