Decentralized Machine Learning Training: A Survey on Synchronization, Consolidation, and Topologies

Author:

Khan Qazi Waqas1ORCID,Khan Anam Nawaz1ORCID,Rizwan Atif1ORCID,Ahmad Rashid2ORCID,Khan Salabat2ORCID,Kim Do-Hyeun1ORCID

Affiliation:

1. Department of Computer Engineering, Jeju National University, Jeju-si, Republic of Korea

2. Department of Computer Science, COMSATS University Islamabad, Attock Campus, Attock, Pakistan

Funder

Research Grant of Jeju National University, in 2022

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference105 articles.

1. Expanding the reach of federated learning by reducing client resource requirements;caldas;arXiv 1812 07210,2018

2. Semi-decentralized federated learning with cooperative D2D local model aggregations;po-chen lin;arXiv 2103 10481,2021

3. Evaluating the Communication Efficiency in Federated Learning Algorithms

4. Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge

5. Swarm learning for decentralized healthcare

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