Stratify: Rethinking Federated Learning for Non-IID Data through Balanced Sampling

Hui Yeok Wong, Chee Kau Lim, Chee Seng Chan

Federated Learning (FL) on non-independently and identically distributed (non-IID) data remains a critical challenge, as existing approaches struggle with severe data heterogeneity…