From Pretraining to Pathology: How Noise Leads to Catastrophic Inheritance in Medical Models - SUN, HAO; Han, Zhongyi; Chen, Hao; Wang, Jindong; Gao, Xin; Yin, Yilong (Advances in Neural Information Processing Systems, 2025)