reinforcement learning

MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision AAAI 2026 MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards ACL 2026 MemCoRL: Alternating Co-Optimization of Memory Retrieval and Utilization via Collaborative Reinforcement Learning ACL 2026 MEML-GRPO: Heterogeneous Multi-Expert Mutual Learning for RLVR Advancement AAAI 2026 Memory-Augmented Representation for Efficient Event-based Visuomotor Policy Learning with Adaptive Perception and Control WACV 2026 Memory Based Advantage Shaping for LLM-Guided Reinforcement Learning (Student Abstract) AAAI 2026 Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning ACL 2026 MetaAct-RL: Training Language Models for Reasoning Through Meta-Action-Based Reinforcement Learning AAAI 2026 MetaCipher: A Time-Persistent and Universal Multi-Agent Framework for Cipher-Based Jailbreak Attacks for LLMs AAAI 2026 Metaphor Reasoning is Meta-reasoning ACL 2026 Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding CVPR 2026 Miner: Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models ACL 2026 MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe CVPR 2026 MIRAGE: Towards AI-Generated Image Detection in the Wild AAAI 2026 Mitigating Lost in Multi-turn Conversation via Curriculum RL with Verifiable Accuracy and Abstention Rewards ACL 2026 Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding ACL 2026 MMhops-R1: Multimodal Multi-hop Reasoning AAAI 2026 MMR-AD: A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection with Multimodal Large Language Models CVPR 2026 MM-ReCoder: Advancing Chart-to-Code Generation with Reinforcement Learning and Self-Correction CVPR 2026 MMSearch-R1: Incentivizing LMMs to Search ACL 2026 MOA: Multi-Objective Alignment for Role-Playing Agents ACL 2026 Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training ACL 2026 MoCha: End-to-End Video Character Replacement without Structural Guidance CVPR 2026 MoE-GRPO: Optimizing Mixture-of-Experts via Reinforcement Learning in Vision-Language Models CVPR 2026 MoE-Guided Graph Diffusion for Oriented Molecule Design AAAI 2026