reinforcement learning

UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning AAAI 2026 Understanding the Behaviors of Environment-aware Information Retrieval ACL 2026 Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models CVPR 2026 Unified Framework of Distributional Regret in Multi-Armed Bandits and Reinforcement Learning COLT 2026 Unified Generation and Self-Verification for Vision-Language Models via Advantage Decoupled Preference Optimization CVPR 2026 Unified Multimodal Models as Auto-Encoders CVPR 2026 Unified Thinker: A General Reasoning Core for Image Generation ACL 2026 UniGen-1.5: Enhancing Image Generation and Editing through Reward Unification in RL CVPR 2026 UniMo: Unified Motion Generation and Understanding with Chain of Thought AAAI 2026 Universal Compressed Image Restoration via Codec-Aware Conditioning with Reinforcement Learning AAAI 2026 Unleashing VLA Potentials in Autonomous Driving via Explicit Learning from Failures CVPR 2026 Unsupervised Text Style Transfer for Controllable Intensity EACL 2026 UR2 : Unify RAG and Reasoning through Reinforcement Learning ACL 2026 USPR: Learning a Unified Solver for Profiled Routing AAAI 2026 VaseVQA: Multimodal Agent and Benchmark for Ancient Greek Pottery EACL 2026 VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning CVPR 2026 VCGD: Visual Clue Guided Decoding with Caption Model for Mitigating Hallucination in Multimodal Large Language Models AAAI 2026 VEG: Verbal 𝜖-greedy for Semantic Exploration in Multi-Turn RL Agents ACL 2026 VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains AAAI 2026 VES-RFT: Rewarding Visual Evidence Sensitivity to Mitigate Hallucinations in Large Vision-Language Models CVPR 2026 VGent: Visual Grounding via Modular Design for Disentangling Reasoning and Prediction CVPR 2026 Video-as-Answer: Predict and Generate Next Video Event with Joint-GRPO CVPR 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice CVPR 2026 VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition ACL 2026 VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning AAAI 2026