Policy Learning

NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning EMNLP 2025 Non-Adversarial Inverse Reinforcement Learning via Successor Feature Matching ICLR 2025 Offline Hierarchical Reinforcement Learning via Inverse Optimization ICLR 2025 Offline Reinforcement Learning for LLM Multi-step Reasoning ACL 2025 On Corruption-Robustness in Performative Reinforcement Learning AAAI 2025 One Planner To Guide Them All ! Learning Adaptive Conversational Planners for Goal-oriented Dialogues EMNLP 2025 Online MDP with Prototypes Information: A Robust Adaptive Approach AAAI 2025 Online Reinforcement Learning in Non-Stationary Context-Driven Environments ICLR 2025 On-Policy Algorithms for Continual Reinforcement Learning (Student Abstract) AAAI 2025 On the Convergence of Continuous Single-timescale Actor-critic ICML 2025 On the Convergence of Projected Policy Gradient for Any Constant Step Sizes JMLR 2025 Optimal and learned algorithms for the online list update problem with Zipfian accesses ALT 2025 Optimizing Decomposition for Optimal Claim Verification ACL 2025 Order-Optimal Regret with Novel Policy Gradient Approaches in Infinite-Horizon Average Reward MDPs AISTATS 2025 ORSO: Accelerating Reward Design via Online Reward Selection and Policy Optimization ICLR 2025 Overcoming Slow Decision Frequencies in Continuous Control: Model-Based Sequence Reinforcement Learning for Model-Free Control ICLR 2025 Overcoming the Curse of Dimensionality in Reinforcement Learning Through Approximate Factorization ICML 2025 Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025 Performative Reinforcement Learning with Linear Markov Decision Process AISTATS 2025 Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning ICML 2025 PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization ACL 2025 PILAF: Optimal Human Preference Sampling for Reward Modeling ICML 2025 Playpen: An Environment for Exploring Learning From Dialogue Game Feedback EMNLP 2025 PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning ICML 2025 PN-GAIL: Leveraging Non-optimal Information from Imperfect Demonstrations ICLR 2025