most citedFedSheafHN: Personalized Federated Learning on Graph-structured Data

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cs.LG2025

Personalized Subgraph Federated Learning with Sheaf Collaboration

Wenfei Liang, Yanan Zhao, Rui She +2

Graph-structured data is prevalent in many applications. In subgraph federated learning (FL), this data is distributed across clients, each with a local subgraph. Personalized subg…

cs.LG2024★ 1 cited

FedSheafHN: Personalized Federated Learning on Graph-structured Data

Wenfei Liang, Yanan Zhao, Rui She +2

Personalized subgraph Federated Learning (FL) is a task that customizes Graph Neural Networks (GNNs) to individual client needs, accommodating diverse data distributions. However,…