Yifan Hua

Efficient and Reliable Overlay Networks for Decentralized Federated Learning

2021 · arXiv (Cornell University)

We propose near-optimal overlay networks based on $d$-regular expander graphs to accelerate decentralized federated learning (DFL) and improve its generalization. In DFL a massive number of clients are connected by an overlay network, and they …