reinforcement learning

Local Motion Matters: A Deconstruct-Recompose Paradigm for Reinforcement Learning Pre-training from Videos CVPR 2026 Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning ACL 2026 LongVideoAgent: Multi-Agent Reasoning with Long Videos ACL 2026 LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding CVPR 2026 Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning AAAI 2026 Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning ACL 2026 LoopTool: Closing the Data–Training Loop for Robust LLM Tool Calls ACL 2026 LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation ACL 2026 Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens CVPR 2026 MAESTRO: Meta-learning Adaptive Estimation of Scalarization Trade-offs for Reward Optimization ACL 2026 MageBench: Bridging Large Multimodal Models to Agents WACV 2026 ManipLVM-R1: Reinforcement Learning for Reasoning in Embodied Manipulation with Large Vision-Language Models AAAI 2026 MARS2: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ACL 2026 MARS: Multimodal Adaptive Reasoning Model for Avoiding Overthinking AAAI 2026 MASC: Metal-Aware Sampling and Correction via Reinforcement Learning for Accelerated MRI MIDL 2026 Masked Auto-Regressive Variational Acceleration: Fast Inference Makes Practical Reinforcement Learning CVPR 2026 MaskFocus: Focusing Policy Optimization on Critical Steps for Masked Image Generation CVPR 2026 MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning ACL 2026 MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching ACL 2026 MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026 Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding ACL 2026 MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis AAAI 2026 MedGR2: Breaking the Data Barrier for Medical Reasoning via Generative Reward Learning AAAI 2026 MedGRPO: Multi-Task Reinforcement Learning for Heterogeneous Medical Video Understanding CVPR 2026 MedLoc-R1: Performance-Aware Curriculum Reward Scheduling for GRPO-Based Medical Visual Grounding CVPR 2026