Blockchain-Based Federated Learning: A Survey and New Perspectives

Blockchain-Based Federated Learning: A Survey and New Perspectives

Federated learning, as a novel distributed machine learning mode, enables the training of machine learning models on multiple devices while ensuring data privacy. However, the existence of single-point-of-failure bottlenecks, malicious threats, scalability of federated learning implementation, and l...

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Bibliographic Details
Main Authors: Weiguang Ning, Yingjuan Zhu, Caixia Song, Hongxia Li, Lihui Zhu, Jinbao Xie, Tianyu Chen, Tong Xu, Xi Xu, Jiwei Gao
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Applied Sciences
Subjects:
blockchain
federated learning
blockchain-based federated learning
distributed machine learning
Online Access:https://www.mdpi.com/2076-3417/14/20/9459
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