Reinforcement Learning

Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025 Differentiable Information Enhanced Model-Based Reinforcement Learning AAAI 2025 Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward NAACL 2025 Direct Repair Optimization: Training Small Language Models For Educational Program Repair Improves Feedback ACL 2025 DISCO Balances the Scales: Adaptive Domain- and Difficulty-Aware Reinforcement Learning on Imbalanced Data EMNLP 2025 DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid Spaces AAAI 2025 Disentangled World Models: Learning to Transfer Semantic Knowledge from Distracting Videos for Reinforcement Learning ICCV 2025 Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction IJCNLP 2025 Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025 Doubly Optimal Policy Evaluation for Reinforcement Learning ICLR 2025 DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025 DSO: Aligning 3D Generators with Simulation Feedback for Physical Soundness ICCV 2025 DSPO: Direct Score Preference Optimization for Diffusion Model Alignment ICLR 2025 DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025 DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation AAAI 2025 Dynamic and Generalizable Process Reward Modeling ACL 2025 Dynamic Retriever for In-Context Knowledge Editing via Policy Optimization EMNLP 2025 Dynamic Scaling of Unit Tests for Code Reward Modeling ACL 2025 Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs NAACL 2025 DynaQuest: A Dynamic Question Answering Dataset Reflecting Real-World Knowledge Updates ACL 2025 Dyve: Thinking Fast and Slow for Dynamic Process Verification EMNLP 2025 Efficient and Robust Reinforcement Learning from Human Feedback AAAI 2025 Efficient Discovery of Pareto Front for Multi-Objective Reinforcement Learning ICLR 2025 Efficient Duple Perturbation Robustness in Low-rank MDPs L4DC 2025 Efficient Exploitation of Hierarchical Structure in Sparse Reward Reinforcement Learning AISTATS 2025