Reinforcement Learning

RadVLM-GRPO: Enhancing Chest X-ray Report Generation and Visual Grounding via Reinforcement Learning MIDL 2026 RAG-on-a-Diet: A Reinforcement Learning-Based Dynamic Resource Optimization Framework for RAG ACL 2026 R-C2: Cycle-Consistent Reinforcement Learning Improves Multimodal Reasoning CVPR 2026 ReActR: Reasoning through Error-Activated Reflection for LLM Post-Training ACL 2026 Reasoning over Precedents Alongside Statutes: Case-Augmented Deliberative Alignment for LLM Safety ACL 2026 Reasoning Over Space: Enabling Geographic Reasoning for LLM-Based Generative Next POI Recommendation ACL 2026 ReasonX: MLLM-Guided Intrinsic Image Decomposition CVPR 2026 Recovering Physically Plausible Human-Object Interactions from Monocular Videos CVPR 2026 Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts ACL 2026 RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services ACL 2026 ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL ACL 2026 Reinforced Efficient Reasoning via Semantically Diverse Exploration ACL 2026 Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation ACL 2026 Reinforcement-Guided Synthetic Data Generation for Privacy-Sensitive Identity Recognition CVPR 2026 Reinforcement Learning–Guided Adaptive Tuning for Out-of-Distribution Harmful Text Detection ACL 2026 Reinforcement Learning on Pre-Training Data ACL 2026 Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning CVPR 2026 Reinforcing Agentic Search Via Reward Density Optimization ACL 2026 ReLaX: Reasoning with Latent Exploration for Large Reasoning Models CVPR 2026 Reliable Policy Transfer for Safety-Aware End-to-End Driving with Deep Reinforcement Learning CVPR 2026 Reliable Use of Lemmas via Eligibility Reasoning and Section-Aware Reinforcement Learning ACL 2026 ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding ACL 2026 ReMoT: Reinforcement Learning with Motion Contrast Triplets CVPR 2026 ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning ACL 2026 Resolving the Stability-Plasticity Dilemma in Reinforcement Learning via Complementary Continual Critics CVPR 2026