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May, 2023
FAVAS: 带异步客户端的联邦平均
FAVAS: Federated AVeraging with ASynchronous clients
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Louis Leconte, Van Minh Nguyen, Eric Moulines
TL;DR
本文提出了FAVAS算法，采用集中式的异步联邦学习方式，在资源有限的环境下训练深度神经网络，并提供算法的收敛保证和实验结果的比较。
Abstract
In this paper, we propose a novel centralized
asynchronous federated learning
(FL) framework, FAVAS, for training
deep neural networks
(DNNs) in
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