Distributed Learning in Heterogeneous Environment: federated learning with adaptive aggregation and computation reduction

Jingxin Li, Toktam Mahmoodi, Hak-Keung Lam

Although federated learning has achieved many breakthroughs recently, the heterogeneous nature of the learning environment greatly limits its performance and hinders its real-world…