Clinically-Grounded Counterfactual Reasoning for Medical Video Diagnosis 事件

Clinically-Grounded Counterfactual Reasoning for Medical Video Diagnosis arXiv:2605.26483v1 Announce Type: new Abstract: Medical video diagnosis involves inferring clinical decisions from dynamic tissue responses throughout examination processes. Existing methods rely on an end-to-end learning paradigm that i) focuses on appearance rather than pathology, ii) lacks clinical priors, and iii) reasons solely from observations without counterfactual comparison. This work introduces MedVCR, a counter