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Adversarial attack and defense on graph neural networks: a survey

For the numerous existing adversarial attack and defense methods on GNN, the main adversarial attack and defense algorithms of GNN were reviewed comprehensively, as well as robustness analysis techniques.Besides, the commonly used benchmark datasets and evaluation metrics in the security research of...

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Principais autores: Jinyin CHEN, Dunjie ZHANG, Guohan HUANG, Xiang LIN, Liang BAO
Formato: Artigo
Idioma:Inglês
Publicado em: POSTS&TELECOM PRESS Co., LTD 2021-06-01
coleção:网络与信息安全学报
Assuntos:
graph neural networks
adversarial attack
defense algorithms
robustness analysis
Acesso em linha:http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2021051
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