most citedMed-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models

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cs.AI2026

PyVision-RL: Forging Open Agentic Vision Models via RL

Shitian Zhao, Shaoheng Lin, Ming Li +4

Reinforcement learning for agentic multimodal models often suffers from interaction collapse, where models learn to reduce tool usage and multi-turn reasoning, limiting the benefit…