Differentially testing soundness and precision of program analyzers

Christian Klinger, M. Christakis, Valentin Wüstholz
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引用次数: 27

Abstract

In the last decades, numerous program analyzers have been developed both in academia and industry. Despite their abundance however, there is currently no systematic way of comparing the effectiveness of different analyzers on arbitrary code. In this paper, we present the first automated technique for differentially testing soundness and precision of program analyzers. We used our technique to compare six mature, state-of-the art analyzers on tens of thousands of automatically generated benchmarks. Our technique detected soundness and precision issues in most analyzers, and we evaluated the implications of these issues to both designers and users of program analyzers.
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差分测试程序分析仪的可靠性和精度
在过去的几十年里,学术界和工业界都开发了许多程序分析器。尽管它们很丰富,但是目前还没有系统的方法来比较不同的分析程序对任意代码的有效性。在本文中,我们提出了第一个自动化的方法来差分测试程序分析仪的可靠性和精度。我们使用我们的技术在成千上万个自动生成的基准测试上比较了六个成熟的、最先进的分析器。我们的技术检测了大多数分析器中的稳健性和精度问题,并且我们评估了这些问题对程序分析器的设计者和用户的影响。
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ISSTA '22: 31st ACM SIGSOFT International Symposium on Software Testing and Analysis, Virtual Event, South Korea, July 18 - 22, 2022 ISSTA '21: 30th ACM SIGSOFT International Symposium on Software Testing and Analysis, Virtual Event, Denmark, July 11-17, 2021 Automatic support for the identification of infeasible testing requirements Program-aware fuzzing for MQTT applications ISSTA '20: 29th ACM SIGSOFT International Symposium on Software Testing and Analysis, Virtual Event, USA, July 18-22, 2020
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