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    ARTICLE

    Binary Program Vulnerability Mining Based on Neural Network

    Zhenhui Li1, Shuangping Xing1, Lin Yu1, Huiping Li1, Fan Zhou1, Guangqiang Yin1, Xikai Tang2, Zhiguo Wang1,*

    CMC-Computers, Materials & Continua, Vol.78, No.2, pp. 1861-1879, 2024, DOI:10.32604/cmc.2023.046595

    Abstract Software security analysts typically only have access to the executable program and cannot directly access the source code of the program. This poses significant challenges to security analysis. While it is crucial to identify vulnerabilities in such non-source code programs, there exists a limited set of generalized tools due to the low versatility of current vulnerability mining methods. However, these tools suffer from some shortcomings. In terms of targeted fuzzing, the path searching for target points is not streamlined enough, and the completely random testing leads to an excessively large search space. Additionally, when it comes to code similarity analysis,… More >

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