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arXiv 1806.09059cs.CRcs.SE
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免费的Android应用程序安全分析工具是否能有效检测已知漏洞?

Are Free Android App Security Analysis Tools Effective in Detecting Known Vulnerabilities?

Venkatesh-Prasad Ranganath, Joydeep Mitra

摘要:

人们对保护Android生态系统的兴趣日益浓厚,这催生了许多帮助应用程序开发人员构建安全应用程序的努力。这些努力产生了能够检测应用程序中的漏洞(和恶意行为)的工具和技术。然而,没有对这些工具和技术在检测已知漏洞方面的有效性进行评估。缺乏此类评估使应用程序开发人员在选择安全分析工具来保护其应用程序时处于不利地位。在这方面,我们评估了Android应用程序漏洞检测工具的有效性。我们审查了64个工具,并根据Ghera基准测试捕获的42个已知的独特漏洞对14个漏洞检测工具(附带还有5个恶意行为检测工具)进行了经验评估,这些漏洞由易受攻击的应用程序和安全应用程序组成。在评估的24个观察结果中,主要观察结果是现有的Android应用程序漏洞检测工具检测已知漏洞的能力非常有限-所有评估的工具加在一起只能检测42个已知独特漏洞中的30个。如果安全分析工具要帮助开发人员构建安全的应用程序,就需要付出更多的努力。我们希望本次评估的结果能够帮助应用程序开发人员选择合适的安全分析工具,并说服工具开发人员和研究人员识别和解决其工具和技术中的局限性。我们也希望这次评估能够在软件工程和安全社区中引发一场对话,要求对安全分析工具和技术进行更严格、更明确的评估。

英文摘要:

Increasing interest in securing the Android ecosystem has spawned numerous efforts to assist app developers in building secure apps. These efforts have resulted in tools and techniques capable of detecting vulnerabilities (and malicious behaviors) in apps. However, there has been no evaluation of the effectiveness of these tools and techniques in detecting known vulnerabilities. The absence of such evaluations puts app developers at a disadvantage when choosing security analysis tools to secure their apps. In this regard, we evaluated the effectiveness of vulnerability detection tools for Android apps. We reviewed 64 tools and empirically evaluated 14 vulnerability detection tools (incidentally along with five malicious behavior detection tools) against 42 known unique vulnerabilities captured by Ghera benchmarks, which are composed of both vulnerable and secure apps. Of the 24 observations from the evaluation, the main observation is existing vulnerability detection tools for Android apps are very limited in their ability to detect known vulnerabilities -- all of the evaluated tools together could only detect 30 of the 42 known unique vulnerabilities. More effort is required if security analysis tools are to help developers build secure apps. We hope the observations from this evaluation will help app developers choose appropriate security analysis tools and persuade tool developers and researchers to identify and address limitations in their tools and techniques. We also hope this evaluation will catalyze or spark a conversation in the software engineering and security communities to require a more rigorous and explicit evaluation of security analysis tools and techniques.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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