Enhancing code vulnerability detection via vulnerability-preserving data augmentation

• Main Authors: LIU, Shangqing, MA, Wei, WANG, Jian, XIE, Xiaofei, FENG, Ruitao, LIU, Yang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Graph Neural Networks; Vulnerability Detection; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/9038; https://ink.library.smu.edu.sg/context/sis_research/article/10041/viewcontent/3652032.3657564_pvoa_cc_by.pdf
• Institution: Singapore Management University

Source code vulnerability detection aims to identify inherent vulnerabilities to safeguard software systems from potential attacks. Many prior studies overlook diverse vulnerability characteristics, simplifying the problem into a binary (0-1) classification task for example determining whether it is...