supplementarymaterial canlessbemore
SupplementaryMaterial CanLessbeMore? WhenIncreasing-to-Balancing LabelNoiseRatesConsideredBeneficial
A.10 Extensiontomulti-class As explained at the beginning, our algorithm can largely extend to the multi-class/group setting. The task is to predict whether an individual's income exceeds50K.Thedatasetconsists of48,842examples and28features. Fairface, the face attribute dataset containing 108,501 images with balanced race and gender groups [15]. We use a pre-trained vision transformer (ViT/B-32) model [8] to extract image representations, and project them into 50-dimensional feature vectors. For constrained learning, we categorize race into White and Non-White groups.