Data Quality for Software Vulnerability Datasets

Author:

Croft Roland1,Babar M. Ali1,Kholoosi M. Mehdi1

Affiliation:

1. School of Computer Science, CREST, University of Adelaide,Australia

Publisher

IEEE

Reference73 articles.

1. Noisy label learning for security defects

2. The impact of tangled code changes

3. Finding A Needle in a Haystack: Automated Mining of Silent Vulnerability Fixes

4. Using thematic analysis in psychology

5. Devign: Effective vulnerability identification by learning comprehensive program semantics via graph neural networks;zhou;Advances in neural information processing systems,2019

Cited by 12 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Enhancing vulnerability detection via AST decomposition and neural sub-tree encoding;Expert Systems with Applications;2024-03

2. Beyond Fidelity: Explaining Vulnerability Localization of Learning-based Detectors;ACM Transactions on Software Engineering and Methodology;2024-01-31

3. Large Language Models for Code: Security Hardening and Adversarial Testing;Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security;2023-11-15

4. DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection;Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses;2023-10-16

5. Empirical Analysis of Software Vulnerabilities Causing Timing Side Channels;2023 IEEE Conference on Communications and Network Security (CNS);2023-10-02

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