Search Results for author: Wenfei Liang

Found 2 papers, 1 papers with code

FedSheafHN: Personalized Federated Learning on Graph-structured Data

no code implementations25 May 2024 Wenfei Liang, Yanan Zhao, Rui She, Yiming Li, Wee Peng Tay

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

Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND

2 code implementations26 Apr 2024 Qiyu Kang, Kai Zhao, Qinxu Ding, Feng Ji, Xuhao Li, Wenfei Liang, Yang song, Wee Peng Tay

We introduce the FRactional-Order graph Neural Dynamical network (FROND), a new continuous graph neural network (GNN) framework.

Graph Representation Learning

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