Reinforcement Learning

Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation CVPR 2025 Frictional Agent Alignment Framework: Slow Down and Don’t Break Things ACL 2025 From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs ACL 2025 Full Network Capacity Framework for Sample-Efficient Deep Reinforcement Learning UAI 2025 GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching AAAI 2025 Gazing at Rewards: Eye Movements as a Lens into Human and AI Decision-Making in Hybrid Visual Foraging CVPR 2025 Generative Reward Modeling via Synthetic Criteria Preference Learning ACL 2025 GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks CVPR 2025 Gradient-Based Nonlinear Rehearsal Learning with Multivariate Alterations AAAI 2025 GRAT: Guiding Retrieval-Augmented Reasoning through Process Rewards Tree Search ACL 2025 Group-Aware Reinforcement Learning for Output Diversity in Large Language Models EMNLP 2025 GROVE: A Generalized Reward for Learning Open-Vocabulary Physical Skill CVPR 2025 GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models EMNLP 2025 GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models EMNLP 2025 GTDE: Grouped Training with Decentralized Execution for Multi-agent Actor-Critic AAAI 2025 Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation AAAI 2025 Highly Imperceptible Black-Box Graph Injection Attacks with Reinforcement Learning AAAI 2025 Highly Parallelized Reinforcement Learning Training with Relaxed Assignment Dependencies AAAI 2025 In-Context Policy Adaptation via Cross-Domain Skill Diffusion AAAI 2025 In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents ACL 2025 Intelligent OPC Engineer Assistant for Semiconductor Manufacturing AAAI 2025 IntentionFrame: A Semi-Structured, Multi-Aspect Framework for Fine-Grained Conversational Intention Understanding EMNLP 2025 InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model ACL 2025 Investigating and Enhancing the Robustness of Large Multimodal Models Against Temporal Inconsistency ACL 2025 Learned Perceptive Forward Dynamics Model for Safe and Platform-aware Robotic Navigation RSS 2025