The vulnerability detection is performed automatically without relying on manually written rules. We propose a non-vulnerability score range map to classify the source code. Furthermore, we integrate an InterPlanetary File System (IPFS) to ensure efficient storage over the blockchain. We conduct a ...
@文心快码vulnerability detection for source code using contextual lstm 文心快码 使用基于上下文的LSTM(长短期记忆网络)进行源代码漏洞检测是一种有效的方法。 简要结论:基于上下文的LSTM可以用于源代码漏洞检测,通过捕捉代码中的上下文信息来提高检测的准确性。 详细回答: LSTM概述: LSTM是一种特殊的循环神经网络(RNN...
15.Machine-Learning Supported Vulnerability Detection in Source Code,程序员大本营,技术文章内容聚合第一站。
论文名:Automated Vulnerability Detection in Source Code Using Deep Representation Learning 开源数据集:https://osf.io/d45bw/ 简介 软件漏洞很多,且造成了很严重的威胁。作者用机器学习做了源码级的漏洞检测系统。并且用三个静态分析工具(clang、flawfinder、cppcheck)做了一个打... ...
Automated Vulnerability Detection in Source Code Using Deep Representation Learning Hero 来自专栏 · 小源的网络安全课堂 15 人赞同了该文章 论文 摘要 近年来,被发现的软件漏洞逐年增加。这些漏洞可能会造成严重的安全问题,导致系统受损,信息泄漏或拒绝服务。本文利用大量C/C ++开源代码,使用机器学习的方法...
A General Source Code Vulnerability Detection Method via Ensemble of Graph Neural Networks Introduction The COVID-19 pandemic has dramatically intensified the use of computer applications, leading to an unprecedented increase in software vulnerabilities. According to the national vulnerability database (NVD...
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In this study, we developed the Malicious Source code Detection using a Translation model (MSDT) algorithm, a novel method for detecting malicious code injection within the functions’ source code, by static analysis that consists of the following four key steps (see “the proposed method”). Fi...
DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection (RAID 2023) https://surrealyz.github.io/files/pubs/raid23-diversevul.pdf - wagner-group/diversevul
Viega, et al., “ITS4: A Static Vulnerability Scanner for C and C++ Code,” Proceedings of The Annual Computer Security Applications Conference (2000). Wagner, et al., “A First Step Toward Automated Detection of Buffer Overrun Vulnerabilities,” Proceedings of the Network and Distributed System...