Methods

QPRL : Learning Optimal Policies with Quasi-Potential Functions for Asymmetric Traversal ICML 2025 Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision EMNLP 2025 Q-Supervised Contrastive Representation: A State Decoupling Framework for Safe Offline Reinforcement Learning ICML 2025 Quantifying the Self-Interest Level of Markov Social Dilemmas IJCAI 2025 Quantum Speedups in Regret Analysis of Infinite Horizon Average-Reward Markov Decision Processes ICML 2025 Query-efficient Attack for Black-box Image Inpainting Forensics via Reinforcement Learning AAAI 2025 R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization ICCV 2025 R2D2: Remembering, Replaying and Dynamic Decision Making with a Reflective Agentic Memory ACL 2025 R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning ICML 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 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 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