Appendixfor" UnbiasedClassificationThrough Bias-ContrastiveandBias-BalancedLearning "

We first assign bias classes usingAge and Race attributes. Specifically, for theAge attribute, we divide samples into two groups; bias class 0 for samples withage 20and bias class 1for samples withage 10.