Worst-Group Equalized Odds Regularization for Multi-Attribute Fair Medical Image Classification

Nikhil Cherian Kurian, Victor Caquilpan Parra, Abin Shoby +6

Diagnostic performance in medical AI varies systematically across demographic groups, yet subgroup AUC can mask clinically important disparities. At a fixed inference-time operatin…