89 citations · 317 across the 13 of their papers we have counts for
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cs.LG2021★ 79 cited
Joint Optimization of Communications and Federated Learning Over the Air
Xin Fan, Yue Wang, Yan Huo +1
Federated learning (FL) is an attractive paradigm for making use of rich distributed data while protecting data privacy. Nonetheless, nonideal communication links and limited trans…
cs.LG2021★ 3 cited
1-Bit Compressive Sensing for Efficient Federated Learning Over the Air
Xin Fan, Yue Wang, Yan Huo +1
For distributed learning among collaborative users, this paper develops and analyzes a communication-efficient scheme for federated learning (FL) over the air, which incorporates 1…
cs.LG2020★ 6 cited
COKE: Communication-Censored Decentralized Kernel Learning
Ping Xu, Yue Wang, Xiang Chen +1
This paper studies the decentralized optimization and learning problem where multiple interconnected agents aim to learn an optimal decision function defined over a reproducing ker…