Reinforcement Learning

Understanding the Behaviors of Environment-aware Information Retrieval ACL 2026 Unified Multimodal Models as Auto-Encoders CVPR 2026 Unleashing VLA Potentials in Autonomous Driving via Explicit Learning from Failures CVPR 2026 UR2 : Unify RAG and Reasoning through Reinforcement Learning ACL 2026 VAPO: End-to-end Slide-Enhanced Speech Recognition with Omni-modal Large Language Models ACL 2026 VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation CVPR 2026 VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning CVPR 2026 VEG: Verbal 𝜖-greedy for Semantic Exploration in Multi-Turn RL Agents ACL 2026 VES-RFT: Rewarding Visual Evidence Sensitivity to Mitigate Hallucinations in Large Vision-Language Models CVPR 2026 VideoChat-M1: Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement Learning CVPR 2026 VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition ACL 2026 VisionLeaf: Entropy-Guided Leaf-First Reasoning for Efficient and Accurate Think-with-Image CVPR 2026 VisPlay: Self-Evolving Vision-Language Models CVPR 2026 Visual Attention Reasoning via Hierarchical Search and Self-Verification ACL 2026 Visually-Guided Policy Optimization for Multimodal Reasoning ACL 2026 VOLD: Reasoning Transfer from LLMs to Vision-Language Models via On-Policy Distillation CVPR 2026 VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training ACL 2026 W2W: Language-Model-Based Trajectory Prediction with Reinforcement Learning CVPR 2026 Weave: Efficient Co-Scheduling for Disaggregated RL Post-Training OSDI 2026 WebGym: Scaling Training Environments for Long-Horizon Visual Web Agents with Realistic Tasks CVPR 2026 What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time ACL 2026 Why Does Reinforcement Learning Generalize? A Feature-Level Mechanistic Study of Post-Training in Large Language Models ACL 2026 WIST: Web-Grounded Iterative Self-Play Tree for Domain-Targeted Reasoning Improvement ACL 2026 WOMBET: World Model-based Experience Transfer for Robust and Sample-efficient Reinforcement Learning L4DC 2026 WPT: World-to-Policy Transfer via Online World Model Distillation CVPR 2026