FROC transports the upper group ROC onto L1-distance boundaries around the lower group ROC to impose threshold-invariant fairness with claimed minimal AUC loss.
Sex bias in graduate admissions: Data from berkeley
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FROC: Building Fair ROC from a Trained Classifier
FROC transports the upper group ROC onto L1-distance boundaries around the lower group ROC to impose threshold-invariant fairness with claimed minimal AUC loss.