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MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning
Jiazhen Pan, Che Liu, Junde Wu, Fenglin Liu, Jiayuan Zhu, Hongwei Li, Chen Chen, Cheng Ouyang 等 9 位
TUM Klinikum University of Oxford Technical University of Munich Imperial College London
来源Lecture notes in computer science
年份2025
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学术脉络
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计算机 / AIMultimodal Machine Learning Applications
Artificial Intelligence in Healthcare and Education · Explainable Artificial Intelligence (XAI)
参考文献 26
Proximal Policy Optimization Algorithms
被引 16,641John Schulman, Filip Wolski, Prafulla Dhariwal · arXiv (Cornell University) · 2017
Mastering the game of Go without human knowledge
被引 9,124David Silver, Julian Schrittwieser, Karen Simonyan · Nature · 2017
A dataset of clinically generated visual questions and answers about radiology images
被引 500Jason J. Lau, Soumya Gayen, Asma Ben Abacha · Scientific Data · 2018
此处列出前 3 条
引用本文 82
Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models
被引 63Yuxiang Lai, Jike Zhong, Ming Li · IEEE Transactions on Medical Imaging · 2026
Critique of impure reason: Unveiling the reasoning behaviour of medical large language models
被引 24Shamus Zi Yang Sim, Tyrone Chen · eLife · 2025
Advancing radiology foundation models with reasoning through step-by-step verification from daily reports
被引 16Ziqing Fan, Cheng Liang, Chaoyi WU · Communications Medicine · 2026
按被引量排序,此处列出前 3 条