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News/FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning
arxiv
PublishedMay 25, 2026 at 4:00 AM

FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning

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arXiv:2605.22898v1 Announce Type: new Abstract: Federated learning protocols face a structural trilemma: canonical server-based aggregation~\cite{mcmahan2017} creates a single point of failure and gradient inversion risk; decentralised ring-gossip alternatives~\cite{hu2019segmented} expose classific

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