Search Results for author: FangYuan Lei

Found 3 papers, 0 papers with code

GPNet: Simplifying Graph Neural Networks via Multi-channel Geometric Polynomials

no code implementations30 Sep 2022 Xun Liu, Alex Hay-Man Ng, FangYuan Lei, Yikuan Zhang, Zhengmin Li

Graph Neural Networks (GNNs) are a promising deep learning approach for circumventing many real-world problems on graph-structured data.

Hybrid Low-order and Higher-order Graph Convolutional Networks

no code implementations2 Aug 2019 FangYuan Lei, Xun Liu, Qingyun Dai, Bingo Wing-Kuen Ling, Huimin Zhao, Yan Liu

With higher-order neighborhood information of graph network, the accuracy of graph representation learning classification can be significantly improved.

General Classification Graph Representation Learning

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