no code implementations • 10 Oct 2023 • Xiaoxue Zhang, Yifan Hua, Chen Qian
To avoid the single point of failure problem in FL, decentralized federated learning (DFL) has been proposed to use peer-to-peer communication for model aggregation, which has been considered an attractive solution for machine learning tasks on distributed personal devices.
no code implementations • 12 Dec 2021 • Yifan Hua, Kevin Miller, Andrea L. Bertozzi, Chen Qian, Bao Wang
As such, our proposed overlay networks accelerate convergence, improve generalization, and enhance robustness to clients failures in DFL with theoretical guarantees.