Reinforcement Learning

URPO: A Unified Reward & Policy Optimization Framework for Large Language Models AAAI 2026 USPR: Learning a Unified Solver for Profiled Routing AAAI 2026 VCGD: Visual Clue Guided Decoding with Caption Model for Mitigating Hallucination in Multimodal Large Language Models AAAI 2026 Vision-G1: Towards General Reasoning Vision-Language Models via Reinforcement Learning AAAI 2026 Vision-Language Reasoning for Geolocalization: A Reinforcement Learning Approach AAAI 2026 VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation AAAI 2026 What, Whether and How? Unveiling Process Reward Models for Thinking with Images Reasoning AAAI 2026 When Eyes and Ears Disagree: Can MLLMs Discern Audio-Visual Confusion? AAAI 2026 q-exponential family for policy optimization ICLR 2025 2D-DPO: Scaling Direct Preference Optimization with 2-Dimensional Supervision NAACL 2025 Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling EMNLP 2025 ACECODER: Acing Coder RL via Automated Test-Case Synthesis ACL 2025 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025 A Comprehensive Survey on Learning from Rewards for Large Language Models: Reward Models and Learning Strategies EMNLP 2025 A Constrained Text Revision Agent via Iterative Planning and Searching ACL 2025 Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation EMNLP 2025 Active Reinforcement Learning Strategies for Offline Policy Improvement AAAI 2025 AdaDiff: Adaptive Step Selection for Fast Diffusion Models AAAI 2025 Adapting LLM Agents with Universal Communication Feedback NAACL 2025 Adaptive Control of Positive Systems with Application to Learning SSP L4DC 2025 Adaptive Reward Design for Reinforcement Learning UAI 2025 Adding Conditional Control to Diffusion Models with Reinforcement Learning ICLR 2025 Advantage Alignment Algorithms ICLR 2025 Adversarial Preference Learning for Robust LLM Alignment ACL 2025 Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization CVPR 2025