ProxiMix: Enhancing Fairness with Proximity Samples in Subgroups

Jingyu Hu, Jun Hong, Mengnan Du +1

Many bias mitigation methods have been developed for addressing fairness issues in machine learning. We found that using linear mixup alone, a data augmentation technique, for bias…