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Asato Yamazaki

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#machine learning Preprint Oct 2026

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

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 significant computation...

Kota Maejima, Takayuki Nishio, Asato Yamazaki et al. · 0 citations

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