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Dec, 2022
DeepDFA: 基于数据流分析的高效图学习用于漏洞检测
DeepDFA: Dataflow Analysis-Guided Efficient Graph Learning for Vulnerability Detection
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Benjamin Steenhoek, Wei Le, Hongyang Gao
TL;DR
本文提出了一种深度学习与程序数据流分析相结合的漏洞检测框架——DeepDFA,该框架基于程序语义特征和图学习技术来检测漏洞,可以在短时间内训练出高效、精准的漏洞检测模型,与其他模型相结合可以提高漏洞检测的性能。
Abstract
deep learning
-based
vulnerability detection
models have recently been shown to be effective and, in some cases, outperform static analysis tools. However, the highest-performing approaches use token-based transfo
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