Reinforcement Learning

Align-A-Video: Deterministic Reward Tuning of Image Diffusion Models for Consistent Video Editing CVPR 2025 AlignDistil: Token-Level Language Model Alignment as Adaptive Policy Distillation ACL 2025 Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025 Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025 Align-SLM: Textless Spoken Language Models with Reinforcement Learning from AI Feedback ACL 2025 An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical Reasoning ACL 2025 An Open-Ended Learning Framework for Opponent Modeling AAAI 2025 Anytime Safe Reinforcement Learning L4DC 2025 APIRL: Deep Reinforcement Learning for REST API Fuzzing AAAI 2025 Approximated Variational Bayesian Inverse Reinforcement Learning for Large Language Model Alignment AAAI 2025 A Practical Analysis of Human Alignment with *PO NAACL 2025 A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025 ASTRO: Automatic Strategy Optimization For Non-Cooperative Dialogues ACL 2025 A Survey of Post-Training Scaling in Large Language Models ACL 2025 AToM: Aligning Text-to-Motion Model at Event-Level with GPT-4Vision Reward CVPR 2025 Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025 Beyond Prompt Engineering: A Reinforced Token-Level Input Refinement for Large Language Models AAAI 2025 Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025 Boosting Policy and Process Reward Models with Monte Carlo Tree Search in Open-Domain QA ACL 2025 Bridging the Creativity Understanding Gap: Small-Scale Human Alignment Enables Expert-Level Humor Ranking in LLMs EMNLP 2025 Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient ACL 2025 CALM: Curiosity-Driven Auditing for Large Language Models AAAI 2025 Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? ACL 2025 Can GRPO Boost Complex Multimodal Table Understanding? EMNLP 2025 CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025