DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection

Author:

Chen Yizheng1ORCID,Ding Zhoujie2ORCID,Alowain Lamya3ORCID,Chen Xinyun4ORCID,Wagner David2ORCID

Affiliation:

1. University of Maryland, United States of America

2. University of California, Berkeley, USA

3. King Abdulaziz City for Science and Technology, Saudi Arabia

4. Google Deepmind, United States of America

Funder

National Science Foundation

Publisher

ACM

Reference33 articles.

1. A few billion lines of code later

2. CVEfixes: automated collection of vulnerabilities and their fixes from open-source software

3. NatGen: generative pre-training by “naturalizing” source code

4. Saikat Chakraborty , Rahul Krishna , Yangruibo Ding , and Baishakhi Ray . 2021. Deep learning based vulnerability detection: Are we there yet . IEEE Transactions on Software Engineering ( 2021 ). Saikat Chakraborty, Rahul Krishna, Yangruibo Ding, and Baishakhi Ray. 2021. Deep learning based vulnerability detection: Are we there yet. IEEE Transactions on Software Engineering (2021).

5. Building a Commit-level Dataset of Real-world Vulnerabilities

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3. Security Monitoring during Software Development: An Industrial Case Study;Applied Sciences;2023-06-06

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