SEGCN: a subgraph encoding based graph convolutional network model for social bot detection

Abstract Message passing neural networks such as graph convolutional networks (GCN) can jointly consider various types of features for social bot detection. However, the expressive power of GCN is upper-bounded by the 1st-order Weisfeiler–Leman isomorphism test, which limits the detection performanc...

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Bibliographic Details
Main Authors: Feng Liu, Zhenyu Li, Chunfang Yang, Daofu Gong, Haoyu Lu, Fenlin Liu
Format: Article
Language:English
Published: Nature Portfolio 2024-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-54809-z