Federated Learning with Fair Averaging

Zheng Wang, Xiaoliang Fan, Jianzhong Qi +3

Fairness has emerged as a critical problem in federated learning (FL). In this work, we identify a cause of unfairness in FL -- conflicting gradients with large differences in the…