A decentralized cross-silo federated learning framework using a private Ethereum smart contract as orchestrator and IPFS for storage reaches accuracy comparable to centralized multilevel FL while supporting synchronous and asynchronous training.
Federated learning in healthcare: the future of collaborative clinical and biomedical research
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UnifyFL: Enabling Decentralized Cross-Silo Federated Learning
A decentralized cross-silo federated learning framework using a private Ethereum smart contract as orchestrator and IPFS for storage reaches accuracy comparable to centralized multilevel FL while supporting synchronous and asynchronous training.