Robin: A Novel Method to Produce Robust Interpreters for Deep Learning-Based Code Classifiers

Deep learning has been widely used in source code classification tasks, such as code classification according to their functionalities, code authorship attribution, and vulnerability detection. Unfortunately, the black-box nature of deep learning makes it hard to interpret and understand why a class...

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Bibliographic Details

Published in:	IEEE/ACM International Conference on Automated Software Engineering : [proceedings] pp. 27 - 39
Main Authors:	Li, Zhen, Zhang, Ruqian, Zou, Deqing, Wang, Ning, Li, Yating, Xu, Shouhuai, Chen, Chen, Jin, Hai
Format:	Conference Proceeding
Language:	English
Published:	IEEE 11.09.2023
Subjects:	code classification Codes Data augmentation Deep learning Explainable AI Perturbation methods Predictive models robustness Source coding Training
ISSN:	2643-1572
Online Access:	Get full text
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