FIFA: Making Fairness More Generalizable in Classifiers Trained on Imbalanced Data

no code implementations • 6 Jun 2022 • Zhun Deng, Jiayao Zhang, Linjun Zhang, Ting Ye, Yates Coley, Weijie J. Su, James Zou

Specifically, FIFA encourages both classification and fairness generalization and can be flexibly combined with many existing fair learning methods with logits-based losses.

Classification Fairness