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Vulnerability Detection Based on Unified Code Property Graph by Wei Li; Xiang Li; Wanzheng Feng; Guanglu Jin; Zhihan Liu; Jing Jia is a book available to read on EtoBox.

What is Vulnerability Detection Based on Unified Code Property Graph about?

As the number of source codes grows rapidly, detecting source code vulnerabilities in current software has become an important study. Most current deep learning-based vulnerability detection technologies treat source code as a sequence, which loses the source code's structural information, leading to many false positives in the detection results. We propose a novel source code vulnerability detection model, named UCPGVul, based on the Unified Code Property Graph (UCPG). A new graph representation, UCPG, is proposed to extract semantic features from the source code. By extracting features from UCPG, our proposed UCPGVul model can capture more vulnerability features. Experimental results on a publicly available dataset show that UCPGVul can achieve more accurate and stable detection results compared to five state-of-the-art methods.

Author

Wei Li; Xiang Li; Wanzheng Feng; Guanglu Jin; Zhihan Liu; Jing Jia

Publisher

Springer Nature Singapore Pte Ltd Fka Springer Science + Business Media Singapore Pte Ltd

Published

2023

Language

EN

ISBN

9789819962211

Subjects

Computer Science, Business, Mathematics