Reinforcement Learning

AceTone: Bridging Words and Colors for Conditional Image Grading CVPR 2026 Act as you think: Reinforcing Consistent Reasoning in Medical Visual Question Answering ACL 2026 AdaFuse: Adaptive Multimodal Fusion for Lung Cancer Risk Prediction via Reinforcement Learning MIDL 2026 AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following ACL 2026 AG-GRPO: Answer-Guided GRPO for Masked Diffusion Language Models ACL 2026 AIPO: Adaptive Information Guided Token-Level Reinforcement Learning for Large Language Model Reasoning ACL 2026 Anti-Length Shift: Dynamic Outlier Truncation for Training Efficient Reasoning Models ACL 2026 Attack for Defense: Adversarial Agents for Point Prompt Optimization Empowering Segment Anything Model CVPR 2026 Backdoors in RLVR: Jailbreak Backdoors in LLMs From Verifiable Reward ACL 2026 Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs ACL 2026 Boosting Reasoning in Large Multimodal Models via Activation Replay CVPR 2026 Bootstrapping Code Translation with Weighted Multilanguage Exploration ACL 2026 Boundary-Guided Policy Optimization for Memory-efficient RL of Diffusion Large Language Models ACL 2026 Bridging Human Evaluation to Infrared and Visible Image Fusion CVPR 2026 Bridging the Memorization-Utilization Gap: Near-Lossless Context Compression via Reinforcement Learning ACL 2026 BuildingGPT: Auto-Regressive Building Wireframe Reconstruction Model with Reinforcement Learning CVPR 2026 Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts CVPR 2026 CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts ACL 2026 CME-CAD: Heterogeneous Collaborative Multi-Expert Reinforcement Learning for CAD Code Generation CVPR 2026 CODERL+: Improving Code Generation via Reinforcement with Execution Semantics Alignment ACL 2026 CogniEdit: Dense Gradient Flow Optimization for Fine-Grained Image Editing CVPR 2026 CRL-Prompt: Contrastive and Reinforcement Learning for Soft Prompt Tuning for Text Classification ACL 2026 Crossing the Reward Bridge: Expanding Reinforcement Learning with Verifiable Rewards Across Diverse Domains ACL 2026 Cross-modal Identity Mapping: Minimizing Information Loss in Modality Conversion via Reinforcement Learning CVPR 2026 Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training ACL 2026