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Compositional Learning and Verification of Neural Network Controllers.

, , , , , and . ACM Trans. Embed. Comput. Syst., 20 (5s): 92:1-92:26 (2021)

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Abstract Value Iteration for Hierarchical Reinforcement Learning., , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 1162-1170. PMLR, (2021)Robust Subtask Learning for Compositional Generalization., , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 15371-15387. PMLR, (2023)A Composable Specification Language for Reinforcement Learning Tasks., , and . CoRR, (2020)Learning Algorithms for Regenerative Stopping Problems with Applications to Shipping Consolidation in Logistics., , , and . CoRR, (2021)Compositional Reinforcement Learning from Logical Specifications., , , and . NeurIPS, page 10026-10039. (2021)Abstract Value Iteration for Hierarchical Reinforcement Learning., , and . CoRR, (2020)A Framework for Transforming Specifications in Reinforcement Learning., , , and . Principles of Systems Design, volume 13660 of Lecture Notes in Computer Science, page 604-624. Springer, (2022)Space-efficient Query Evaluation over Probabilistic Event Streams., , , and . LICS, page 74-87. ACM, (2020)Compositional Learning and Verification of Neural Network Controllers., , , , , and . ACM Trans. Embed. Comput. Syst., 20 (5s): 92:1-92:26 (2021)A Framework for Transforming Specifications in Reinforcement Learning., , , and . CoRR, (2021)