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Ziru Niu

2 accepted papers

2025

FedSPU: Personalized Federated Learning for Resource-Constrained Devices with Stochastic Parameter Update

AAAI 2025technical

Personalized Federated Learning (PFL) is widely employed in the Internet of Things (IoT) to handle high-volume, non-iid client data while ensuring data privacy. However, heterogeneous edge devices owned by clients may impose varying degrees of resource constraints, causing computation and communicat…