Methods

Offline Model-Based Reinforcement Learning for Tokamak Control L4DC 2023 Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization NeurIPS 2023 Offline Quantum Reinforcement Learning in a Conservative Manner AAAI 2023 Offline Reinforcement Learning for Mixture-of-Expert Dialogue Management NeurIPS 2023 Offline Reinforcement Learning with Closed-Form Policy Improvement Operators ICML 2023 Offline Reinforcement Learning with Differential Privacy NeurIPS 2023 Offline RL for Natural Language Generation with Implicit Language Q Learning ICLR 2023 Offline RL with Discrete Proxy Representations for Generalizability in POMDPs NeurIPS 2023 Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization ICLR 2023 Off-Policy Actor-Critic with Emphatic Weightings JMLR 2023 Off-Policy Average Reward Actor-Critic with Deterministic Policy Search ICML 2023 Off-Policy Evaluation for Human Feedback NeurIPS 2023 Off-Policy Evaluation for Large Action Spaces via Conjunct Effect Modeling ICML 2023 Off-Policy Proximal Policy Optimization AAAI 2023 One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023 One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning NeurIPS 2023 One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill ICML 2023 One-Shot Imitation Learning: A Pose Estimation Perspective CoRL 2023 On Imitation in Mean-field Games NeurIPS 2023 On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation AAAI 2023 Online Adaptive Policy Selection in Time-Varying Systems: No-Regret via Contractive Perturbations NeurIPS 2023 Online Defense Strategies for Reinforcement Learning Against Adaptive Reward Poisoning AISTATS 2023 Online Learning with Off-Policy Feedback ALT 2023 Online Non-stochastic Control with Partial Feedback JMLR 2023 Online Nonstochastic Model-Free Reinforcement Learning NeurIPS 2023