Articles with "objective inconsistency" as a keyword



A Novel Framework for the Analysis and Design of Heterogeneous Federated Learning

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Published in 2021 at "IEEE Transactions on Signal Processing"

DOI: 10.1109/tsp.2021.3106104

Abstract: In federated learning, heterogeneity in the clients’ local datasets and computation speeds results in large variations in the number of local updates performed by each client in each communication round. Naive weighted aggregation of such… read more here.

Keywords: framework analysis; federated learning; framework; novel framework ... See more keywords