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In the real world, various types of graph data exist, including communication graphs, citation graphs (Jia & Yao, 2024), brain graphs (Ma et al., 2024), and online consultation graphs (Luo & Guo, 2024). The fields of machine learning and data mining have shown significant interest in understanding and learning from such graph data (Cui et al., 2019; Lin, Wang & Lin, 2024).
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