Reinforcement Learning

Radiology Report Generation via Multi-objective Preference Optimization AAAI 2025 RAGferee: Building Contextual Reward Models for Retrieval-Augmented Generation EMNLP 2025 RAG-Zeval: Enhancing RAG Responses Evaluator through End-to-End Reasoning and Ranking-Based Reinforcement Learning EMNLP 2025 RAISE: Reinforced Adaptive Instruction Selection For Large Language Models EMNLP 2025 RaSS: Improving Denoising Diffusion Samplers with Reinforced Active Sampling Scheduler CVPR 2025 ReachAgent: Enhancing Mobile Agent via Page Reaching and Operation NAACL 2025 REARANK: Reasoning Re-ranking Agent via Reinforcement Learning EMNLP 2025 ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization EMNLP 2025 RED: Unleashing Token-Level Rewards from Holistic Feedback via Reward Redistribution EMNLP 2025 Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control AAAI 2025 Regret Bounds for Episodic Risk-Sensitive Linear Quadratic Regulator ICLR 2025 Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks EMNLP 2025 Reinforcement Active Client Selection for Federated Heterogeneous Graph Learning AAAI 2025 Reinforcement Learning for Adaptive MCMC AISTATS 2025 Reinforcement Learning for Adversarial Query Generation to Enhance Relevance in Cold-Start Product Search ACL 2025 Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting NAACL 2025 Reinforcement Learning for Control of Non-Markovian Cellular Population Dynamics ICLR 2025 Reinforcement Learning for Infinite-Dimensional Systems JMLR 2025 Reinforcement Learning for Infinite-Horizon Average-Reward Linear MDPs via Approximation by Discounted-Reward MDPs AISTATS 2025 Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025 Reinforcement Learning-Guided Data Selection via Redundancy Assessment ICCV 2025 Reinforcement learning with combinatorial actions for coupled restless bandits ICLR 2025 Rejected Dialects: Biases Against African American Language in Reward Models NAACL 2025 REM: A Scalable Reinforced Multi-Expert Framework for Multiplex Influence Maximization AAAI 2025 Removing Prompt-template Bias in Reinforcement Learning from Human Feedback ACL 2025