Hunting for Truth: Analyzing Explanation Methods in Learning-based Vulnerability Discovery

Author:

Ganz Tom1,Rall Philipp2,Härterich Martin1,Rieck Konrad3

Affiliation:

1. SAP SE,Karlsruhe,Germany

2. Technische Universität Darmstadt,Darmstadt,Germany

3. Technische Universität Berlin,Berlin,Germany

Funder

Ministry of Education

Publisher

IEEE

Reference58 articles.

1. Deep learning based vulnerability detection: Are we there yet;chakraborty;IEEE Transactions on Software Engineering,2021

2. Defuzz: Deep learning guided directed fuzzing;zhu;CoRR,2020

3. Deep learning based vulnerability detection: Are we there yet?;chakraborty;IEEE Transactions on Software Engineering,2020

4. Deep-wukong: Statically detecting software vulnerabilities using deep graph neural network;cheng;ACM Trans Softw Eng Methodol 1 1 Article,2020

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. PAVUDI: Patch-based Vulnerability Discovery using Machine Learning;Annual Computer Security Applications Conference;2023-12-04

2. Broken Promises: Measuring Confounding Effects in Learning-based Vulnerability Discovery;Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security;2023-11-26

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