Reinforcement Learning

VLMs-Guided Representation Distillation for Efficient Vision-Based Reinforcement Learning CVPR 2025 VLP: Vision-Language Preference Learning for Embodied Manipulation EMNLP 2025 VQ-VLA: Improving Vision-Language-Action Models via Scaling Vector-Quantized Action Tokenizers ICCV 2025 VTDexManip: A Dataset and Benchmark for Visual-tactile Pretraining and Dexterous Manipulation with Reinforcement Learning ICLR 2025 VT-Refine: Learning Bimanual Assembly with Visuo-Tactile Feedback via Simulation Fine-Tuning CoRL 2025 VVC-Gym: A Fixed-Wing UAV Reinforcement Learning Environment for Multi-Goal Long-Horizon Problems ICLR 2025 Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration AAAI 2025 Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings EMNLP 2025 Wasserstein Policy Optimization ICML 2025 Wavelet Policy: Lifting Scheme for Policy Learning in Long-Horizon Tasks ICCV 2025 WAVE: Wasserstein Adaptive Value Estimation for Actor-Critic Reinforcement Learning L4DC 2025 WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025 “What are my options?"€: Explaining RL Agents with Diverse Near-Optimal Alternatives L4DC 2025 What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025 What Matters in Learning from Large-Scale Datasets for Robot Manipulation ICLR 2025 Wheeled Lab: Modern Sim2Real for Low-cost, Open-source Wheeled Robotics CoRL 2025 When Maximum Entropy Misleads Policy Optimization ICML 2025 When Should We Prefer State-to-Visual DAgger over Visual Reinforcement Learning? AAAI 2025 When to retrain a machine learning model ICML 2025 Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning ICML 2025 WoMAP: World Models For Embodied Open-Vocabulary Object Localization CoRL 2025 XLand-100B: A Large-Scale Multi-Task Dataset for In-Context Reinforcement Learning ICLR 2025 X-Sim: Cross-Embodiment Learning via Real-to-Sim-to-Real CoRL 2025 YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering ACL 2025 You Only Teach Once: Learn One-Shot Bimanual Robotic Manipulation from Video Demonstrations RSS 2025