Articles with "malicious clients" as a keyword



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FLCert: Provably Secure Federated Learning Against Poisoning Attacks

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Published in 2022 at "IEEE Transactions on Information Forensics and Security"

DOI: 10.1109/tifs.2022.3212174

Abstract: Due to its distributed nature, federated learning is vulnerable to poisoning attacks, in which malicious clients poison the training process via manipulating their local training data and/or local model updates sent to the cloud server,… read more here.

Keywords: provably secure; flcert provably; federated learning; secure federated ... See more keywords