Policy Learning

Safe and Interpretable Estimation of Optimal Treatment Regimes AISTATS 2024 Sample Complexity Reduction via Policy Difference Estimation in Tabular Reinforcement Learning NeurIPS 2024 Sample-Efficient Constrained Reinforcement Learning with General Parameterization NeurIPS 2024 Sample-efficient Learning of Infinite-horizon Average-reward MDPs with General Function Approximation ICLR 2024 Sample-Efficient Quality-Diversity by Cooperative Coevolution ICLR 2024 SAPG: Split and Aggregate Policy Gradients ICML 2024 SaVeR: Optimal Data Collection Strategy for Safe Policy Evaluation in Tabular MDP ICML 2024 Scalable Constrained Policy Optimization for Safe Multi-agent Reinforcement Learning NeurIPS 2024 Scalable Online Exploration via Coverability ICML 2024 SEABO: A Simple Search-Based Method for Offline Imitation Learning ICLR 2024 SEER: Facilitating Structured Reasoning and Explanation via Reinforcement Learning ACL 2024 Self-Composing Policies for Scalable Continual Reinforcement Learning ICML 2024 Simplifying Constraint Inference with Inverse Reinforcement Learning NeurIPS 2024 SimPO: Simple Preference Optimization with a Reference-Free Reward NeurIPS 2024 Sim-to-Lab-to-Real: Safe Reinforcement Learning with Shielding and Generalization Guarantees (Abstract Reprint) AAAI 2024 Single-Trajectory Distributionally Robust Reinforcement Learning ICML 2024 SkillMimicGen: Automated Demonstration Generation for Efficient Skill Learning and Deployment CoRL 2024 Skill or Luck? Return Decomposition via Advantage Functions ICLR 2024 SLR: Learning Quadruped Locomotion without Privileged Information CoRL 2024 Solving Long-run Average Reward Robust MDPs via Stochastic Games IJCAI 2024 Solving Minimum-Cost Reach Avoid using Reinforcement Learning NeurIPS 2024 Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization AAAI 2024 Solving Zero-Sum Markov Games with Continuous State via Spectral Dynamic Embedding NeurIPS 2024 Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees NeurIPS 2024 SPO: Sequential Monte Carlo Policy Optimisation NeurIPS 2024