Policy Learning

Maximize to Explore: One Objective Function Fusing Estimation, Planning, and Exploration NeurIPS 2023 Minimax-Bayes Reinforcement Learning AISTATS 2023 Mode-constrained Model-based Reinforcement Learning via Gaussian Processes AISTATS 2023 Model-Based Offline Weighted Policy Optimization (Student Abstract) AAAI 2023 Model-based Reinforcement Learning with Scalable Composite Policy Gradient Estimators ICML 2023 Model-Based Uncertainty in Value Functions AISTATS 2023 Model Predictive Control via On-Policy Imitation Learning L4DC 2023 Modified Policy Iteration for Exponential Cost Risk Sensitive MDPs L4DC 2023 More Centralized Training, Still Decentralized Execution: Multi-Agent Conditional Policy Factorization ICLR 2023 Moving Forward by Moving Backward: Embedding Action Impact over Action Semantics ICLR 2023 Multi-Agent First Order Constrained Optimization in Policy Space NeurIPS 2023 Multi-Modal Inverse Constrained Reinforcement Learning from a Mixture of Demonstrations NeurIPS 2023 Multi-Objective Intrinsic Reward Learning for Conversational Recommender Systems NeurIPS 2023 Multiple-policy High-confidence Policy Evaluation AISTATS 2023 Multi-Step Generalized Policy Improvement by Leveraging Approximate Models NeurIPS 2023 Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation NeurIPS 2023 Nearly Minimax Optimal Regret for Learning Linear Mixture Stochastic Shortest Path ICML 2023 Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023 Near-optimal Conservative Exploration in Reinforcement Learning under Episode-wise Constraints ICML 2023 NetHack is Hard to Hack NeurIPS 2023 Offline Reinforcement Learning with Closed-Form Policy Improvement Operators ICML 2023 Off-Policy Average Reward Actor-Critic with Deterministic Policy Search ICML 2023 One-Shot Imitation Learning: A Pose Estimation Perspective CoRL 2023 Online Adaptive Policy Selection in Time-Varying Systems: No-Regret via Contractive Perturbations NeurIPS 2023 Online Nonstochastic Model-Free Reinforcement Learning NeurIPS 2023