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cs.CV2026
Retrieval-Grounded Multi-View Reasoning for Clinically Reliable Radiology Report Generation
Wanshu Fan, Zeyu Wang, Zheng Tong +8
Chest radiograph report generation is hampered by retrieved reports that resemble the current image but are clinically inconsistent with it, and by diagnostic-label imbalance. We p…
cs.CV2026
Medical world models in healthcare: capabilities, evidence, and trustworthy clinical translation
Zhaoyan Chen, Zhongxiu Cong, Zhuanfeng Jin +7
Medical world models offer a framework for extending medical artificial intelligence beyond static prediction by representing evolving patient states and modelling how they change…
cs.CV2026
Agentic AI in medicine: architectures, applications, evaluation, and challenges for clinical translation
Zheng Tong, Yang Liu, Wanshu Fan +6
Large language models and multimodal foundation models are enabling medical artificial intelligence (AI) systems to move beyond isolated prediction and undertake multistep clinical…