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Tram-FL: Reducing Communication and Computation Costs through Sequential Model Circulation in Decentralized Federated Learning

Maejima, Kota et al.
arXiv (All) · Papers
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and-cluster-computingdistributedmachine-learningnetworking-and-internet-architectureparallel
Conventional decentralized federated learning (DFL) often focuses on clients, with each client maintaining a model copy, performing updates individually, and undertaking model exchange and integration. While fully leveraging computational resources can shorten training times, it can also lead to sig
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