Strategies for Reducing the Communication and Computation Costs in Cross-Silo Federated Learning: A Comprehensive Review

Strategies for Reducing the Communication and Computation Costs in Cross-Silo Federated Learning: A Comprehensive Review

Federated learning is an innovative approach that allows collaboration across distributed clients while maintaining data privacy. Despite its numerous benefits, several issues persist in this domain. This comprehensive review examines the critical problems of communication and computation (C&#x0...

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Bibliographic Details
Main Authors: Vineetha Pais, Santhosha Rao, Balachandra Muniyal
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Communication cost
computation cost
cross-silo
federated learning
taxonomy
Online Access:https://ieeexplore.ieee.org/document/11015825/
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