A distributed ledger technology (DLT) is basically a synchronized database duplicated across many PCs, therefore doing away with the need for a central authority. Rather, participants together approve ...

However, FL remains vulnerable to model poisoning and gradient leakage. To address these risks, we introduce blockchain-based FL (BCFL), which leverages blockchain’s immutable ledger and decentralized ...

Gunther Eysenbach, MD, MPH, FACMI, Founding Editor and Publisher; Adjunct Professor, School of Health Information Science, University of Victoria, Canada Rachele Hendricks-Sturrup, DHSc, MSc, MA, ...

Blockchain integration validates model updates using secure consensus mechanisms and stores immutable transaction records to ensure trust and transparency. The workflow also highlights decentralized ...

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