Articles with "nestfl enhancing" as a keyword



NestFL: Enhancing Federated Learning Through Nested Multicapacity Model Pruning in Heterogeneous Edge Computing

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Published in 2024 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2025.3562633

Abstract: Federated learning (FL) has emerged as a pivotal approach for edge-based distributed machine learning, yet it faces significant challenges due to the constrained capacities and heterogeneity of edge devices, including non-IID data distribution, communication constraints,… read more here.

Keywords: nestfl enhancing; edge; edge computing; model pruning ... See more keywords