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P2 Understanding Hackers’ Work: An Empirical Study of Offensive Security Practitioners

理解黑客的工作:对进攻性安全从业者的实证研究
FSE Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering2023匹配度 2/10 · 该论文是对渗透测试人员工作流程的定性实证研究,关注安全测试自动化建议,与用户的静态分析、LLM/Agent、浮点程序分析或贝叶斯程序分析等核心方向没有直接交集。虽然涉及自动化工具需求,但未讨论程序分析、形式化验证或LLM在代码/系统分析中的应用。引用 25 inbox
Andreas Happe, Jürgen Cito
crossref: 2026-09-12dblp: 2026-09-12arxiv: 2026-09-12

AI 速览

一句话:通过对12名安全从业者的定性研究,揭示渗透测试工作流程、思维与痛点,并为安全测试自动化提出建议。

进攻性安全测试(如渗透测试)用于主动发现潜在漏洞,但白帽黑客长期短缺,难以保证软件的安全测试覆盖。为改进自动化安全测试,研究者与工具构建者需要先理解黑客如何工作、其假设与痛点。本文对12名安全专业人员进行数据驱动的探索性定性研究,采用主题分析考察安全任务执行、黑客的思维过程以及遇到的挑战。基于分析结果,作者向研究者和工具构建者提出建议,以提升自动化效率并识别新的研究方向。

问题
白帽黑客短缺导致软件安全测试覆盖不足;自动化安全测试工具的设计缺乏对从业者实际工作方式、假设与痛点的理解。
方法
对12名进攻性安全专业人员进行数据驱动的探索性定性研究,并采用主题分析归纳其任务执行、思维过程与挑战。
评估
通过主题分析得出对安全任务执行的洞察,并据此提出研究与工具构建建议,指出新的研究方向。
原文摘要(Abstract)

Offensive security-tests are commonly employed to pro-actively discover potential vulnerabilities. They are performed by specialists, also known as penetration-testers or white-hat hackers. The chronic lack of available white-hat hackers prevents sufficient security test coverage of software. Research into automation tries to alleviate this problem by improving the efficiency of security testing. To achieve this, researchers and tool builders need a solid understanding of how hackers work, their assumptions, and pain points. In this paper, we present a first data-driven exploratory qualitative study of twelve security professionals, their work and problems occurring therein. We perform a thematic analysis to gain insights into the execution of security assignments, hackers' thought processes and encountered challenges. This analysis allows us to conclude with recommendations for researchers and tool builders, to increase the efficiency of their automation and identify novel areas for research.

链接与引用

DOI 原文 · arXiv · PDF(开放获取) · DBLP

BibTeX
@inproceedings{HappeC23,
  title = {Understanding Hackers’ Work: An Empirical Study of Offensive Security Practitioners},
  author = {Andreas Happe and Jürgen Cito},
  booktitle = {FSE},
  year = {2023},
  doi = {10.1145/3611643.3613900}
}