GMAE2: Stacking Graph Masked Autoencoder on Feature Autoencoder for Social Bot Detection | |
Huang, Haitao2,3; Zhao, Mohan1 | |
2024-03-05 | |
会议日期 | 2024-5-17 |
会议地点 | 北京市朝阳区国家会议中心 |
关键词 | Social Bot Detection Graph Self-supervised Learning Graph Masked Autoencoder |
英文摘要 | Currently, due to the significant negative impact of social bots, there has been widespread interest among researchers in automating the detection of social bots. And Graph Neural Network-based (GNN-based) detection methods have flourished, showing a very promising prospect in terms of detection performance. However, existing GNN-based social bot detection methods generally rely on densely annotated nodes in the context of social bot detection, leveraging them as training samples to guide the model training process, i.e., the detection social bot detection process. This demand for a large number of annotated nodes severely restricts the availability of GNN-based methods. To address this issue, we construct a GNN-based method that operates in a self-supervised pretraining-probing manner by stacking a graph masked autoencoder on top of a feature autoencoder (GMAE2). Benefiting from the pre-training of the encoder with self-supervised learning, the requirement of labeled nodes is significantly reduced. Through extensive experiments, we showcased that our GMAE2 is more suitable for social bot detection with an extremely low proportion of labeled nodes compared to existing methods. Our code is available at: https://github.com/CASIAhht/GMAE2-SBD. |
会议录 | Proceedings of 2024 12th China Conference on Command and Control |
会议录出版者 | Springer Nature Singapore |
内容类型 | 会议论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/58510] |
专题 | 多模态人工智能系统全国重点实验室 |
通讯作者 | Huang, Haitao |
作者单位 | 1.Beijing 101 Middle School 2.School of Artificial Intelligence, University of Chinese Academy of Sciences 3.National Key Laboratory for Multi-modal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Huang, Haitao,Zhao, Mohan. GMAE2: Stacking Graph Masked Autoencoder on Feature Autoencoder for Social Bot Detection[C]. 见:. 北京市朝阳区国家会议中心. 2024-5-17. |
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