Policy Learning

Ready-to-React: Online Reaction Policy for Two-Character Interaction Generation ICLR 2025 ReAlign: Structured Revision for Small Language Model Alignment EMNLP 2025 REARANK: Reasoning Re-ranking Agent via Reinforcement Learning EMNLP 2025 Reflective Verbal Reward Design for Pluralistic Alignment IJCAI 2025 Reinforce LLM Reasoning through Multi-Agent Reflection ICML 2025 Reinforcement Learning for Adaptive MCMC AISTATS 2025 Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025 Reinforcement Learning for Quantum Control under Physical Constraints ICML 2025 Reinforcement Learning from Multi-level and Episodic Human Feedback L4DC 2025 Reinforcement Learning with Random Time Horizons ICML 2025 Reliable Active Apprenticeship Learning ALT 2025 Representation-driven Option Discovery in Reinforcement Learning AAAI 2025 Return Capping: Sample Efficient CVaR Policy Gradient Optimisation ICML 2025 Reward-Guided Prompt Evolving in Reinforcement Learning for LLMs ICML 2025 Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening EMNLP 2025 Reward Mixology: Crafting Hybrid Signals for Reinforcement Learning Driven In-Context Learning EMNLP 2025 Reward Models in Deep Reinforcement Learning: A Survey IJCAI 2025 Risk-averse Total-reward MDPs with ERM and EVaR AAAI 2025 RLAE: Reinforcement Learning-Assisted Ensemble for LLMs EMNLP 2025 RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness CVPR 2025 RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning ICML 2025 RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters EMNLP 2025 RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025 Robot-Gated Interactive Imitation Learning with Adaptive Intervention Mechanism ICML 2025 RoBridge: A Hierarchical Architecture Bridging Cognition and Execution for General Robotic Manipulation ICCV 2025