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Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle. (arXiv:2209.10406v1 [cs.CR])
cs.CR updates on arXiv.org arxiv.org
Software vulnerabilities (SVs) have become a common, serious and crucial
concern due to the ubiquity of computer software. Many machine learning-based
approaches have been proposed to solve the software vulnerability detection
(SVD) problem. However, there are still two open and significant issues for SVD
in terms of i) learning automatic representations to improve the predictive
performance of SVD, and ii) tackling the scarcity of labeled vulnerabilities
datasets that conventionally need laborious labeling effort by experts. In this
paper, we propose …
detection domain project software software vulnerability vulnerability vulnerability detection