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arXiv (Cornell University)
A Survey on Secure and Private Federated Learning Using Blockchain: Theory and Application in Resource-constrained Computing
March 2023 • Ervin Moore, Ahmed Imteaj, Shabnam Rezapour, M. Hadi Amini
Federated Learning (FL) has gained widespread popularity in recent years due to the fast booming of advanced machine learning and artificial intelligence along with emerging security and privacy threats. FL enables efficient model generation from local data storage of the edge devices without revealing the sensitive data to any entities. While this paradigm partly mitigates the privacy issues of users' sensitive data, the performance of the FL process can be threatened and reached a bottleneck due to the growing c…
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