Reinforcement Learning

R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning ICML 2025 RAGNet: Large-scale Reasoning-based Affordance Segmentation Benchmark towards General Grasping ICCV 2025 RAG-Zeval: Enhancing RAG Responses Evaluator through End-to-End Reasoning and Ranking-Based Reinforcement Learning EMNLP 2025 Random Policy Evaluation Uncovers Policies of Generative Flow Networks ICML 2025 Rank-One Modified Value Iteration ICML 2025 Rapidly Adapting Policies to the Real-World via Simulation-Guided Fine-Tuning ICLR 2025 RAPID: Robust and Agile Planner Using Inverse Reinforcement Learning for Vision-Based Drone Navigation RSS 2025 RaSS: Improving Denoising Diffusion Samplers with Reinforced Active Sampling Scheduler CVPR 2025 RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors AAAI 2025 RATE: Causal Explainability of Reward Models with Imperfect Counterfactuals ICML 2025 Rates for Offline Reinforcement Learning with Adaptively Collected Data L4DC 2025 RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025 RAVEN: Robust Advertisement Video Violation Temporal Grounding via Reinforcement Reasoning ACL 2025 Reactive Diffusion Policy: Slow-Fast Visual-Tactile Policy Learning for Contact-Rich Manipulation RSS 2025 Ready-to-React: Online Reaction Policy for Two-Character Interaction Generation ICLR 2025 ReAlign: Structured Revision for Small Language Model Alignment EMNLP 2025 Realizable Continuous-Space Shields for Safe Reinforcement Learning L4DC 2025 Real-Time Recurrent Reinforcement Learning AAAI 2025 REARANK: Reasoning Re-ranking Agent via Reinforcement Learning EMNLP 2025 REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support EMNLP 2025 Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach CVPR 2025 ReCoDe: Reinforcement Learning-based Dynamic Constraint Design for Multi-Agent Coordination CoRL 2025 Reconstruction-Guided Policy: Enhancing Decision-Making through Agent-Wise State Consistency ICLR 2025 Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025 ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025