CIV-DG: Conditional Instrumental Variables for Domain Generalization in Medical Imaging

Shaojin Bai, Yuting Su, Weizhi Nie

Cross-site generalizability in medical AI is fundamentally compromised by selection bias, a structural mechanism where patient demographics (e.g., age, severity) non-randomly dicta…