Reinforcement Learning

PARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning ACL 2026 PlannerRFT: Reinforcing Diffusion Planners through Closed-Loop and Sample-Efficient Fine-Tuning CVPR 2026 POCA: Pareto-Optimal Curriculum Alignment for Visual Text Generation CVPR 2026 PointThinker: Point-Incentivized Parallel Thinking for Multimodal Large Language Model CVPR 2026 Powering Verifiable Learning via Automated Evolutionary Data Synthesis ACL 2026 PromptLoop: Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model Alignment CVPR 2026 Proximal Policy Optimization Suffices for On-Policy Reinforcement Learning UAI 2026 QiMeng-PRepair: Precise Code Repair via Edit-Aware Reward Optimization ACL 2026 Reading or Reasoning? Format Decoupled Reinforcement Learning for Document OCR CVPR 2026 ReAG: Reasoning-Augmented Generation for Knowledge-based Visual Question Answering CVPR 2026 Real-Time Long Horizon Air Quality Forecasting via Group-Relative Policy Optimization CVPR 2026 Reasoning-Driven Anomaly Detection and Localization with Image-Level Supervision CVPR 2026 RebRL: Reinforcing Discrete Visual Diffusion Models with Rebalanced Timestep Credits CVPR 2026 ReCode: Reinforcing Code Generation with Reasoning-Process Rewards ACL 2026 Refining Few-Step Text-to-Multiview Diffusion via Reinforcement Learning CVPR 2026 Reinforcement Learning-based Adaptive Control of Classifier-Free Guidance and Timestep Embeddings in Diffusion Models WACV 2026 Reinforcement Learning for Diffusion LLMs via Energy-Based Gibbs Alignment ACL 2026 Reinforcement Learning for Self-Improving Agent with Skill Library ACL 2026 Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning CVPR 2026 Reinforcing Structured Chain-of-Thought for Video Understanding CVPR 2026 Reinforcing Video Object Segmentation to Think before it Segments CVPR 2026 Reliable Clustering Number Estimation for Contrastive Multi-View Clustering CVPR 2026 ReList: A Multi-objective Reasoning Framework for Diversified Listwise Query Recommendation ACL 2026 Resolving the Identity Crisis in Text-to-Image Generation CVPR 2026 Rethinking 2D-3D Registration: A Novel Network for High-Value Zone Selection and Representation Consistency Alignment CVPR 2026