Fairness via Adversarial Attribute Neighbourhood Robust Learning

Qi Qi, Shervin Ardeshir, Yi Xu +1

Improving fairness between privileged and less-privileged sensitive attribute groups (e.g, {race, gender}) has attracted lots of attention. To enhance the model performs uniformly…