Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift

Tianrun Yu, Jiaqi Wang, Haoyu Wang +4

Collaborative fairness is a crucial challenge in federated learning. However, existing approaches often overlook a practical yet complex form of heterogeneity: imbalanced covariate…