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

Federated Learning (FL) has emerged as a promising methodology for collaboratively training machine learning models on decentralized devices. Notwithstanding, the effective synchronization and consolidation of model updates originating from diverse devices, in conjunction with the appropriate config...

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Bibliographic Details
Main Authors: Qazi Waqas Khan, Anam Nawaz Khan, Atif Rizwan, Rashid Ahmad, Salabat Khan, Do-Hyeun Kim
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10147820/