Articles with "aggregation federated" as a keyword



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Coded Over-the-Air Computation for Model Aggregation in Federated Learning

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Published in 2023 at "IEEE Communications Letters"

DOI: 10.1109/lcomm.2022.3208035

Abstract: This letter introduces a new coded transmission design for model aggregation in federated learning (FL) over Gaussian multiple access channels (MAC), named coded over-the-air computation (codedAirComp). It enjoys the optimality of analog AirComp-based uncoded transmission… read more here.

Keywords: model aggregation; aggregation federated; federated learning; coded air ... See more keywords