Guli Zhu

Evaluating and Understanding Model Editing for Medical Vision Language Models

A rigorous clinical stress test for multimodal model editing that evaluates whether an edit remains reliable, precise, and generalizable under the challenges of image and text variation, modality and protocol shifts, clinical knowledge composition, and temporal progression is introduced.