Concepedia

A novel vulnerability severity assessment method for source code based on a graph neural network

Jingwei Hao, Senlin Luo, Limin Pan

Information and Software Technology · 2023 · 16 citations · 13 references

Concepts

ComputingComputer EngineeringComputer ScienceSecure Software DevelopmentSoftware EngineeringVulnerability AnalysisSoftware Security EngineeringSoftware Vulnerability DiscoveryStatic Code AnalysisStatic Vulnerability AnalysisVulnerability AssessmentVulnerability ManagementCode Vulnerability AnalysisGraph Neural NetworksGraph-based Vulnerability DetectionSeverity AssessmentSource Code AnalysisSource Code Vulnerability AnalysisSource Vulnerability Assessment

References

13

Devign: Effective Vulnerability Identification by Learning Comprehensive\n Program Semantics via Graph Neural Networks

Yaqin Zhou, Shangqing Liu, Jingkai Siow et al. · arXiv (Cornell University) · 2019 · 362 citations · Full text

Computing, Computer Science, Cybersecurity +17

Combining Graph-Based Learning With Automated Data Collection for Code Vulnerability Detection

Huanting Wang, Guixin Ye, Zhanyong Tang et al. · IEEE Transactions on Information Forensics and Security · 2020 · 306 citations

Computing, Computer Engineering, Computer Science +17

Xiao Cheng, Haoyu Wang, Jiayi Hua et al. · ACM Transactions on Software Engineering and Methodology · 2021 · 299 citations

Computing, Computer Engineering, Computer Science +16

Improving vulnerability remediation through better exploit prediction

Jay Jacobs, Sasha Romanosky, Idris Adjerid et al. · Journal of Cybersecurity · 2020 · 100 citations · Full text

Computing, Computer Science, Cybersecurity +16

A Novel Deep-Learning-Based Bug Severity Classification Technique Using Convolutional Neural Networks and Random Forest with Boosting

Ashima Kukkar, Rajni Mohana, Anand Nayyar et al. · Sensors · 2019 · 85 citations · Full text

Computing, Computer Science, Feature Engineering +13