H$$^2$$GNN: Graph Neural Networks with Homophilic and Heterophilic Feature Aggregations

Author:

Jing Shixiong,Chen Lingwei,Li Quan,Wu Dinghao

Publisher

Springer Nature Singapore

Reference28 articles.

1. Abu-El-Haija, S., et al.: Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing. In: International Conference on Machine Learning, pp. 21–29. PMLR (2019)

2. Alon, U., Yahav, E.: On the bottleneck of graph neural networks and its practical implications. In: International Conference on Learning Representations (ICLR) (2021)

3. Ashmore, B., Chen, L.: Hover: Homophilic oversampling via edge removal for class-imbalanced bot detection on graphs. In: CIKM, pp. 3728–3732 (2023)

4. Bo, D., Wang, X., Shi, C., Shen, H.: Beyond low-frequency information in graph convolutional networks. In: AAAI, pp. 3950–3957 (2021)

5. Chen, M., Wei, Z., Huang, Z., Ding, B., Li, Y.: Simple and deep graph convolutional networks. In: ICML (2020)

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