reinforcement learning

VIRAL: Visual Sim-to-Real at Scale for Humanoid Loco-Manipulation CVPR 2026 ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking CVPR 2026 Vision-G1: Towards General Reasoning Vision-Language Models via Reinforcement Learning AAAI 2026 Vision-Language Reasoning for Geolocalization: A Reinforcement Learning Approach AAAI 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 VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning ACL 2026 VOLD: Reasoning Transfer from LLMs to Vision-Language Models via On-Policy Distillation CVPR 2026 VQAThinker: Exploring Generalizable and Explainable Video Quality Assessment via Reinforcement Learning AAAI 2026 VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning AAAI 2026 VRAgent-R1: Boosting Video Recommendation with MLLM-based Agents via Reinforcement Learning AAAI 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 WALKSAFE: Risk-aware Graph Random Walk with Bi-GRPO for LLM Safety AAAI 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 Well Begun, Half Done: Reinforcement Learning with Prefix Optimization for LLM Reasoning AAAI 2026 When Efficiency Becomes a Vulnerability: Computational Cost Attacks on WebAgents ACL 2026 When Eyes and Ears Disagree: Can MLLMs Discern Audio-Visual Confusion? AAAI 2026 When Instinct Guides and Insight Grounds: Staged RL Training for LLM Agents AAAI 2026 When Top-ranked Recommendations Fail: Modeling Multi-Granular Negative Feedback for Explainable and Robust Video Recommendation AAAI 2026 Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning AAAI 2026 Where to Start Alignment? Diffusion Large Language Model May Demand a Distinct Position AAAI 2026 Why Does Reinforcement Learning Generalize? A Feature-Level Mechanistic Study of Post-Training in Large Language Models ACL 2026