Fair-CDA: Continuous and Directional Augmentation for Group Fairness

Rui Sun, Fengwei Zhou, Zhenhua Dong +6

In this work, we propose {\it Fair-CDA}, a fine-grained data augmentation strategy for imposing fairness constraints. We use a feature disentanglement method to extract the feature…