Beyond Homophily: Neighborhood Distribution-guided Graph Convolutional Networks

Author:

Liu SiqiORCID,He Dongxiao,Yu ZhizhiORCID,Jin Di,Feng ZhiyongORCID

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Publisher

Elsevier BV

Reference40 articles.

1. Abu-El-Haija, S., Perozzi, B., Kapoor, A., Alipourfard, N., Lerman, K., Harutyunyan, H., Ver Steeg, G., & Galstyan, A. (2019). Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing. In Proceedings of the 36th international conference on machine learning (pp. 21–29).

2. Exploiting neighbor effect: Conv-agnostic GNN framework for graphs with heterophily;Chen;IEEE Transactions on Neural Networks and Learning Systems,2023

3. SCN_GNN: A GNN-based fraud detection algorithm combining strong node and graph topology information;Chen;Expert Systems with Applications,2024

4. Chen, M., Wei, Z., Huang, Z., Ding, B., & Li, Y. (2020). Simple and deep graph convolutional networks. In Proceedings of the 37th international conference on machine learning (pp. 1725–1735).

5. Chien, E., Peng, J., Li, P., & Milenkovic, O. (2021). Adaptive Universal Generalized PageRank Graph Neural Network. In Proceedings of the 9th international conference on learning representations.

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