Design and analysis of uplink and downlink communications for federated learning

S Zheng, C Shen, X Chen - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
Communication has been known to be one of the primary bottlenecks of federated learning
(FL), and yet existing studies have not addressed the efficient communication design …

Design and Analysis of Uplink and Downlink Communications for Federated Learning

S Zheng, C Shen, X Chen - arXiv e-prints, 2020 - ui.adsabs.harvard.edu
Communication has been known to be one of the primary bottlenecks of federated learning
(FL), and yet existing studies have not addressed the efficient communication design …

Design and Analysis of Uplink and Downlink Communications for Federated Learning

S Zheng, C Shen, X Chen - arXiv preprint arXiv:2012.04057, 2020 - arxiv.org
Communication has been known to be one of the primary bottlenecks of federated learning
(FL), and yet existing studies have not addressed the efficient communication design …

Design and Analysis of Uplink and Downlink Communications for Federated Learning

S Zheng, C Shen, X Chen - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
In this paper, we study the efficient communication design, including both uplink and
downlink communications, for wireless federated learning (FL). We answer the question of …