Multi-Level Analyzation of Imbalance to Resolve Non-IID-Ness in Federated Learning

Haengbok Chung, Jae Sung Lee

Class imbalance is a common problem in deep learning that severely degrades performance. In federated learning (FL), it is a critical factor contributing to non-identically distrib…