FedLGA: Toward System-Heterogeneity of Federated Learning via Local Gradient Approximation

Author:

Li Xingyu1ORCID,Qu Zhe2ORCID,Tang Bo3ORCID,Lu Zhuo2ORCID

Affiliation:

1. Department of Electrical and Computer Engineering, Mississippi State University, Starkville, MS, USA

2. Department of Electrical Engineering, University of South Florida, Tampa, FL, USA

3. Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, USA

Funder

U.S. National Science Foundation

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Science Applications,Human-Computer Interaction,Information Systems,Control and Systems Engineering,Software

Reference81 articles.

1. Federated learning: Strategies for improving communication efficiency;Konečnỳ;arXiv:1610.05492,2016

2. Communication-efficient learning of deep networks from decentralized data;McMahan

3. An Augmented Game Approach for Design and Analysis of Distributed Learning Dynamics in Multiagent Games

4. Distributed Random Projection Algorithm for Convex Optimization

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