Analysis and Optimization of Model Aggregation Performance in Federated Learning

Author:

Yang Huiyuan1,Ding Tian2,Yuan Xiaojun1

Affiliation:

1. Yangtze Delta Region Institute, University of Electronic Sci. and Tech. of China,Huzhou,China

2. The Chinese University of Hong Kong,Information Engineering,Hong Kong,China

Publisher

IEEE

Reference21 articles.

1. Over-the-air federated Multi-Task learning over MIMO multiple access channels;zhong;IEEE Trans Wireless Commun,2022

2. ScaleCom: Scalable sparsified gradient compression for communication-efficient distributed training;chen;Proc Adv Neural Inf Process Syst,0

3. Lattices for Distributed Source Coding: Jointly Gaussian Sources and Reconstruction of a Linear Function

4. Rate Region of the Quadratic Gaussian Two-Encoder Source-Coding Problem

5. Multiterminal source coding;berger;The Information Theory Approach to Communications,1978

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