@article{clinicallygroundedcounterfactualreasonin, title = {Clinically-Grounded Counterfactual Reasoning for Medical Video Diagnosis}, author = {Jianzhe Gao and Churan Wang and Weiyi Zhang and Jianghua Li and Li-An Li and Wenguan Wang and Yixin Zhu and Yizhou Wang}, year = {2026}, eprint = {2605.26483}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.26483}, }