Federated Fairness without Access to Sensitive Groups

Afroditi Papadaki, Natalia Martinez, Martin Bertran +2

Current approaches to group fairness in federated learning assume the existence of predefined and labeled sensitive groups during training. However, due to factors ranging from eme…