Can explainability and deep-learning be used for localizing vulnerabilities in source code?

Author:

Marchetto Alessandro1ORCID

Affiliation:

1. University of Trento, Trento, Italy

Funder

HORIZON EUROPE Civil security for society

Publisher

ACM

Reference27 articles.

1. Daniel Arp, Erwin Quiring, Feargus Pendlebury, Alexander Warnecke, Fabio Pierazzi, Christian Wressnegger, Lorenzo Cavallaro, and Konrad Rieck. 2022. Dos and Don'ts of Machine Learning in Computer Security. In 31st USENIX Security Symposium (USENIX Security 22). 3971--3988.

2. Nadia Burkart and Marco F. Huber. 2021. A Survey on the Explainability of Supervised Machine Learning. Journal of Artificial Intelligence Research 70 (jan 2021), 245--317.

3. BGNN4VD: Constructing Bidirectional Graph Neural-Network for Vulnerability Detection

4. Deep Learning Based Vulnerability Detection: Are We There Yet;Chakraborty S.;IEEE Transactions on Software Engineering,2022

5. Xiarun Chen, Qien Li, Zhou Yang, Yongzhi Liu, Shaosen Shi, Chenglin Xie, and Weiping Wen. 2021. VulChecker: Achieving More Effective Taint Analysis by Identifying Sanitizers Automatically. In 20th Intern. Conf. on Trust, Security and Privacy in Computing and Communications (TrustCom). 774--782.

Cited by 2 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. Towards the Use of Domain Knowledge to Enhance Transformer-Based Vulnerability Detection;Communications in Computer and Information Science;2024

2. A Rapid Review on Graph-Based Learning Vulnerability Detection;Communications in Computer and Information Science;2024

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