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Specification-Guided Learning of Nash Equilibria with High Social Welfare.

, , , и . CAV (2), том 13372 из Lecture Notes in Computer Science, стр. 343-363. Springer, (2022)

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Sirus Bastani

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Robust Model Predictive Shielding for Safe Reinforcement Learning with Stochastic Dynamics., и . ICRA, стр. 7166-7172. IEEE, (2020)Sample Complexity of Estimating the Policy Gradient for Nearly Deterministic Dynamical Systems.. AISTATS, том 108 из Proceedings of Machine Learning Research, стр. 3858-3869. PMLR, (2020)SPARLING: Learning Latent Representations with Extremely Sparse Activations., , и . CoRR, (2023)Rethinking Fairness for Human-AI Collaboration., , и . CoRR, (2023)A Framework for Transforming Specifications in Reinforcement Learning., , , и . Principles of Systems Design, том 13660 из Lecture Notes in Computer Science, стр. 604-624. Springer, (2022)Angelic Patches for Improving Third-Party Object Detector Performance., , , , и . CVPR, стр. 24638-24647. IEEE, (2023)Learning Models for Actionable Recourse., , и . NeurIPS, стр. 18734-18746. (2021)Algorithms for Fairness in Sequential Decision Making., , и . AISTATS, том 130 из Proceedings of Machine Learning Research, стр. 1144-1152. PMLR, (2021)Interpretable, Verifiable, and Robust Reinforcement Learning via Program Synthesis., , и . xxAI@ICML, том 13200 из Lecture Notes in Computer Science, стр. 207-228. Springer, (2020)Counterfactual Explanations for Natural Language Interfaces., , , и . ACL (2), стр. 113-118. Association for Computational Linguistics, (2022)