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FedStrag: Straggler-aware federated learning for low resource devices

Federated Learning (FL) has become a popular training paradigm in recent years. However, stragglers are critical bottlenecks in an Internet of Things (IoT) network while training. These nodes produce stale updates to the server, which slow down the convergence. In this paper, we studied the impact o...

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Principais autores: Aditya Kumar, Satish Narayana Srirama
Format: Artigo
Sprog:Inglês
Udgivet: KeAi Communications Co., Ltd. 2025-08-01
Serier:Digital Communications and Networks
Fag:
Internet of things
Decentralized training
Fog computing
Federated learning
Distributed computing
Straggler
Online adgang:http://www.sciencedirect.com/science/article/pii/S235286482400169X
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