Unifying topological structure and self-attention mechanism for node classification in directed networks

Abstract Graph data is essential for modeling complex relationships among entities. Graph Neural Networks (GNNs) have demonstrated effectiveness in processing low-order undirected graph data; however, in complex directed graphs, relationships between nodes extend beyond first-order connections and e...

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Bibliographic Details
Main Authors: Yue Peng, Jiwen Xia, Dafeng Liu, Miao Liu, Long Xiao, Benyun Shi
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-84816-z
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