Articles with "shield secure" as a keyword



SHIELD - Secure Aggregation Against Poisoning in Hierarchical Federated Learning

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Published in 2025 at "IEEE Transactions on Dependable and Secure Computing"

DOI: 10.1109/tdsc.2024.3472869

Abstract: Federated Learning (FL) is a privacy-preserving distributed Machine Learning (ML) technique. Hierarchical FL is a novel variant of FL applicable to networks with multiple layers. Instead of transmitting client models to the server, hierarchical FL… read more here.

Keywords: shield secure; hierarchical systems; federated learning; aggregation ... See more keywords