ViCoR: Estimating Visual Necessity via Counterfactual Residuals for Multimodal Medical Data Selection.

arXiv:2610.25202v1 Announce Type: cross Abstract: Medical vision-language models often exhibit hidden stratification, where high overall performance masks failures on subtle visual findings and overlapping clinical conditions. We trace this failure mode to mod