Reinforcement Learning

From log 𝜋 to 𝜋: Taming Divergence in Soft Clipping via Bilateral Decoupled Decay of Probability Gradient Weight ACL 2026 From Pixel to Precision: Enhancing Handwritten Mathematical Expression Recognition with Image-Level Reward CVPR 2026 GDRO: Group-level Reward Post-training Suitable for Diffusion Models CVPR 2026 GenBreak: Red Teaming Text-to-Image Generation Using Large Language Models CVPR 2026 GeoWorld: Geometric World Models CVPR 2026 GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping CVPR 2026 GTR-Turbo: Merged Checkpoint is Secretly a Free Teacher for Agentic VLM Training CVPR 2026 GUI0: Self-Evolving Foundational GUI Agents in Super App Ecosystems ACL 2026 GUI-SAGE: Enhancing GUI Automation with Self-Explanatory Learning CVPR 2026 Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning ACL 2026 Hestia: Voxel-Face-Aware Hierarchical Next-Best-View Acquisition for Efficient 3D Reconstruction WACV 2026 HiCoGen: Hierarchical Compositional Text-to-Image Generation in Diffusion Models via Reinforcement Learning CVPR 2026 HTMR: Hybrid Token Masking Reinforcement Learning with Verifiable Rewards for Event Argument Extraction with Multi-Perspective Reasoning ACL 2026 ID-Crafter: VLM-Grounded Online RL for Compositional Multi-Subject Video Generation CVPR 2026 Identity-Preserving Image-to-Video Generation via Reward-Guided Optimization CVPR 2026 Image Diffusion Preview with Consistency Solver CVPR 2026 Improving Text-to-Image Generation with Intrinsic Self-Confidence Rewards CVPR 2026 Incentivizing Generative Zero-Shot Learning via Outcome-Reward Reinforcement Learning with Visual Cues CVPR 2026 Incentivizing Parametric Knowledge via Reinforcement Learning with Verifiable Rewards for Cross-Cultural Entity Translation ACL 2026 Inferring Events from Time Series using Language Models ACL 2026 J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization ACL 2026 KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality ACL 2026 Latent Chain-of-Thought World Modeling for End-to-End Autonomous Driving CVPR 2026 LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning ACL 2026 Learning to Generate via Understanding: Understanding-Driven Intrinsic Rewarding for Unified Multimodal Models CVPR 2026