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P2 A grounded theory based approach to characterize software attack surfaces

一种基于扎根理论的软件攻击面刻画方法
ICSE Proceedings of the 44th International Conference on Software Engineering2022匹配度 1/10 · 该论文属于软件安全领域的经验性分类研究,使用扎根理论分析CVE/CWE来构建攻击面组件分类,不涉及静态分析、LLM/Agent、浮点程序分析或贝叶斯程序分析,与用户的核心研究方向几乎无直接交集。引用 10 inbox
Sara Moshtari, Ahmet Okutan, Mehdi Mirakhorli
crossref: 2026-09-12dblp: 2026-09-12arxiv: 2026-09-12

AI 速览

一句话:通过扎根理论分析1444份CVE/CWE漏洞报告,构建含254个新组件的软件攻击面分类模型。

该论文针对攻击面组件缺乏全面、统一清单的问题,指出现有研究多基于项目特定假设或攻击面近似,难以系统指导脆弱性分析。作者采用扎根理论(Grounded Theory)定性方法,由三名开发与安全专家对来自CVE和CWE的1444份漏洞报告与弱点进行编码分析,围绕攻击来源、攻击目标及攻击方式提出Entry points、Targets和Mechanisms三个核心类别,并据此提取和归类攻击面概念。研究共识别出254个文献中未曾出现的攻击面组件;与已有工作对比发现,已识别的代码层攻击面组件中仅6.7%曾被研究过。该分类为漏洞分析与安全风险评估提供了更全面的攻击面刻画基础。

问题
现有攻击面分析多依赖近似或项目特定假设,缺乏对软件系统攻击面组件的全面、系统化清单,影响漏洞分析效果。
方法
从CVE和CWE提取1444份漏洞报告与弱点,由三名软件开发者与安全专家开展扎根理论定性分析,围绕攻击来源、目标与机制归纳攻击面组件。
评估
通过扎根理论编码得到Entry points、Targets和Mechanisms三类攻击面组件,共提出254个新组件,并与先前工作对比,统计已有研究覆盖的代码层组件比例。
原文摘要(Abstract)

The notion of Attack Surface refers to the critical points on the boundary of a software system which are accessible from outside or contain valuable content for attackers. The ability to identify attack surface components of software system has a significant role in effectiveness of vulnerability analysis approaches. Most prior works focus on vulnerability techniques that use an approximation of attack surfaces and there have not been many attempts to create a comprehensive list of attack surface components. Although limited number of studies have focused on attack surface analysis, they defined attack surface components based on project specific hypotheses to evaluate security risk of specific types of software applications. In this study, we leverage a qualitative analysis approach to empirically identify an extensive list of attack surface components. To this end, we conduct a Grounded Theory (GT) analysis on 1444 previously published vulnerability reports and weaknesses with a team of three software developers and security experts. We extract vulnerability information from two publicly available repositories: 1) Common Vulnerabilities and Exposures (CVE) and 2) Common Weakness Enumeration (CWE). We ask three key questions: where the attacks come from, what they target, and how they emerge, and to help answer these questions we define three core categories for attack surface components: Entry points, Targets, and Mechanisms. We extract attack surface concepts related to each category from collected vulnerability information using the GT analysis and provide a comprehensive categorization that represents attack surface components of software systems from various perspectives. The paper introduces 254 new attack surface components that did not exist in the literature. The comparison of the proposed attack surface model with prior works indicates that only 6.7% of the identified Code level attack surface components are studied before.

链接与引用

DOI 原文 · arXiv · PDF(开放获取) · DBLP

BibTeX
@inproceedings{MoshtariOM22,
  title = {A grounded theory based approach to characterize software attack surfaces},
  author = {Sara Moshtari and Ahmet Okutan and Mehdi Mirakhorli},
  booktitle = {ICSE},
  year = {2022},
  doi = {10.1145/3510003.3510210}
}