Interpreters for GNN-Based Vulnerability Detection: Are We There Yet?

Author:

Hu Yutao1,Wang Suyuan1,Li Wenke1,Peng Junru2,Wu Yueming3,Zou Deqing1,Jin Hai1

Affiliation:

1. Huazhong University of Science and Technology, China

2. Wuhan University, China

3. Nanyang Technological University, Singapore

Funder

National Science Foundation of China

Hubei Province Key R&D Technology Special Innovation Project

Publisher

ACM

Reference63 articles.

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3. 2023. CloneGen. https://github.com/CloneGen/CLONEGEN 2023. CloneGen. https://github.com/CloneGen/CLONEGEN

4. Federico Baldassarre and Hossein Azizpour . 2019. Explainability techniques for graph convolutional networks. arXiv preprint arXiv:1905.13686, abs/1905.13686 ( 2019 ), https://doi.org/10.48550/arXiv.1905.13686 10.48550/arXiv.1905.13686 Federico Baldassarre and Hossein Azizpour. 2019. Explainability techniques for graph convolutional networks. arXiv preprint arXiv:1905.13686, abs/1905.13686 (2019), https://doi.org/10.48550/arXiv.1905.13686

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

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