Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise

Kyle Sang, Tahseen Rabbani, Furong Huang

Clients in a distributed or federated environment will often hold data skewed towards differing subsets of labels. This scenario, referred to as heterogeneous or non-iid federated…