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Dec, 2023
ActiveClean: 通过主动学习生成基于行级漏洞数据
ActiveClean: Generating Line-Level Vulnerability Data via Active Learning
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Ashwin Kallingal Joshy, Mirza Sanjida Alam, Shaila Sharmin, Qi Li, Wei Le
TL;DR
通过使用ActiveClean生成大规模的行级漏洞数据,并提出基于主动学习的方法,该方法利用语义和句法属性进行模型训练,同时通过清理数据提高了LineVul的准确性和性能。
Abstract
deep learning vulnerability detection
tools are increasing in popularity and have been shown to be effective. These tools rely on large volume of high quality
training data
, which are very hard to get. Most of th
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