Policy Learning

Point Policy: Unifying Observations and Actions with Key Points for Robot Manipulation CoRL 2025 Policy Filtration for RLHF to Mitigate Noise in Reward Models ICML 2025 Policy Gradient with Tree Expansion ICML 2025 Policy Guided Tree Search for Enhanced LLM Reasoning ICML 2025 Policy-labeled Preference Learning: Is Preference Enough for RLHF? ICML 2025 Policy Optimization for CMDPs with Bandit Feedback: Learning Stochastic and Adversarial Constraints ICML 2025 Policy-Regret Minimization in Markov Games with Function Approximation ICML 2025 Policy Regularization on Globally Accessible States in Cross-Dynamics Reinforcement Learning ICML 2025 POTEC: Off-Policy Contextual Bandits for Large Action Spaces via Policy Decomposition ICLR 2025 Preference-based Deep Reinforcement Learning for Historical Route Estimation IJCAI 2025 Preference Optimization for Combinatorial Optimization Problems ICML 2025 Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF JMLR 2025 PrioriTouch: Adapting to User Contact Preferences for Whole-Arm Physical Human-Robot Interaction CoRL 2025 Private Federated Learning using Preference-Optimized Synthetic Data ICML 2025 Proactive Guidance of Multi-Turn Conversation in Industrial Search ACL 2025 Probabilistic Satisfaction of Temporal Logic Constraints in Reinforcement Learning via Adaptive Policy-Switching L4DC 2025 Projection Optimization: A General Framework for Multi-Objective and Multi-Group RLHF ICML 2025 Proposer-Agent-Evaluator (PAE): Autonomous Skill Discovery For Foundation Model Internet Agents ICML 2025 Provable Policy Gradient for Robust Average-Reward MDPs Beyond Rectangularity ICML 2025 PWM: Policy Learning with Multi-Task World Models ICLR 2025 QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search ICML 2025 QPRL : Learning Optimal Policies with Quasi-Potential Functions for Asymmetric Traversal ICML 2025 RAG-Zeval: Enhancing RAG Responses Evaluator through End-to-End Reasoning and Ranking-Based Reinforcement Learning EMNLP 2025 Random Policy Evaluation Uncovers Policies of Generative Flow Networks ICML 2025 RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025