60 citations · 60 across the 2 of their papers we have counts for
2 papers
math.OC2023
Communication-efficient distributed optimization with adaptability to system heterogeneity
Ziyi Yu, Nikolaos M. Freris
We consider the setting of agents cooperatively minimizing the sum of local objectives plus a regularizer on a graph. This paper proposes a primal-dual method in consideration of t…
cs.LG2022★ 60 cited
Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning
Wenzhi Fang, Ziyi Yu, Yuning Jiang +3
Federated learning (FL), as an emerging edge artificial intelligence paradigm, enables many edge devices to collaboratively train a global model without sharing their private data.…