 Agent-state based policies in POMDPs: Beyond belief-state MDPsIEEE Conference on Decision and Control (CDC), 2024 |
 Semi-Offline Reinforcement Learning for Optimized Text GenerationInternational Conference on Machine Learning (ICML), 2023 |
 Rethinking Value Function Learning for Generalization in Reinforcement
LearningNeural Information Processing Systems (NeurIPS), 2022 |
 Semi-Markov Offline Reinforcement Learning for HealthcareACM Conference on Health, Inference, and Learning (ACM CHIL), 2022 |
 Medical Dead-ends and Learning to Identify High-risk States and
TreatmentsNeural Information Processing Systems (NeurIPS), 2021 |
 Approximate information state for approximate planning and reinforcement
learning in partially observed systemsJournal of machine learning research (JMLR), 2020 |
 Advantage Amplification in Slowly Evolving Latent-State EnvironmentsInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 |
