CHRONOS decouples cryptographic setup from training in federated learning via hardware enclaves and Shamir shares, reducing aggregation latency by up to 74% while resisting OS compromises and gradient inversion.
In: Proceedings of the 2017 IE EE Symposium on Security and Privacy (SP), pp
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CHRONOS: A Hardware-Assisted Phase-Decoupled Framework for Secure Federated Learning in IoT
CHRONOS decouples cryptographic setup from training in federated learning via hardware enclaves and Shamir shares, reducing aggregation latency by up to 74% while resisting OS compromises and gradient inversion.