A Framework for Transforming Specifications in Reinforcement Learning von Alur, Rajeev, Bansal, Suguman, Bastani, Osbert, Jothimurugan, Kishor

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Compositional Learning and Verification of Neural Network Controllers von Ivanov, Radoslav, Jothimurugan, Kishor, Hsu, Steve, Vaidya, Shaan, Alur, Rajeev, Bastani, Osbert

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Robust Subtask Learning for Compositional Generalization von Jothimurugan, Kishor, Hsu, Steve, Bastani, Osbert, Alur, Rajeev

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Abstract Value Iteration for Hierarchical Reinforcement Learning von Jothimurugan, Kishor, Bastani, Osbert, Alur, Rajeev

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Specification-Guided Learning of Nash Equilibria with High Social Welfare von Jothimurugan, Kishor, Bansal, Suguman, Bastani, Osbert, Alur, Rajeev

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A Composable Specification Language for Reinforcement Learning Tasks von Jothimurugan, Kishor, Alur, Rajeev, Bastani, Osbert

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A Framework for Transforming Specifications in Reinforcement Learning von Alur, Rajeev, Bansal, Suguman, Bastani, Osbert, Jothimurugan, Kishor

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Policy Synthesis and Reinforcement Learning for Discounted LTL von Alur, Rajeev, Bastani, Osbert, Jothimurugan, Kishor, Perez, Mateo, Somenzi, Fabio, Trivedi, Ashutosh

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Compositional Reinforcement Learning from Logical Specifications von Jothimurugan, Kishor, Bansal, Suguman, Bastani, Osbert, Alur, Rajeev

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Learning Algorithms for Regenerative Stopping Problems with Applications to Shipping Consolidation in Logistics von Jothimurugan, Kishor, Andrews, Matthew, Lee, Jeongran, Maggi, Lorenzo

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Robust Subtask Learning for Compositional Generalization von Jothimurugan, Kishor, Hsu, Steve, Bastani, Osbert, Alur, Rajeev

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Abstract Value Iteration for Hierarchical Reinforcement Learning von Jothimurugan, Kishor, Bastani, Osbert, Alur, Rajeev

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A Composable Specification Language for Reinforcement Learning Tasks von Jothimurugan, Kishor, Alur, Rajeev, Bastani, Osbert

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Specification-Guided Learning of Nash Equilibria with High Social Welfare von Jothimurugan, Kishor, Bansal, Suguman, Bastani, Osbert, Alur, Rajeev

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A Framework for Transforming Specifications in Reinforcement Learning von Alur, Rajeev, Bansal, Suguman, Bastani, Osbert, Jothimurugan, Kishor

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Compositional Reinforcement Learning from Logical Specifications von Jothimurugan, Kishor, Bansal, Suguman, Bastani, Osbert, Alur, Rajeev

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Policy Synthesis and Reinforcement Learning for Discounted LTL von Alur, Rajeev, Bastani, Osbert, Jothimurugan, Kishor, Perez, Mateo, Somenzi, Fabio, Trivedi, Ashutosh

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Learning Algorithms for Regenerative Stopping Problems with Applications to Shipping Consolidation in Logistics von Jothimurugan, Kishor, Andrews, Matthew, Lee, Jeongran, Maggi, Lorenzo

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