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Vulnerability detection based on graph neural networks (GNN) and compact abstract graphs (CAG)

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GNN-CAG

Vulnerability detection based on graph neural networks (GNN) and compact abstract graphs (CAGs).

Papers:

Yu Luo, Weifeng Xu, and Dianxiang Xu. 2022. Compact Abstract Graphs for Detecting Code Vulnerability with GNN Models. In Proceedings of the 38th Annual Computer Security Applications Conference (ACSAC '22). Association for Computing Machinery, New York, NY, USA, 497–507. https://doi.org/10.1145/3564625.3564655

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Vulnerability detection based on graph neural networks (GNN) and compact abstract graphs (CAG)

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