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P2 On Privacy Weaknesses and Vulnerabilities in Software Systems

软件系统中的隐私弱点与漏洞研究
ICSE 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE)2023匹配度 1/10 · 论文聚焦隐私相关漏洞在CWE/CVE中的覆盖不足及新弱点分类,属于安全与隐私工程,与用户研究的静态分析、LLM/Agent交叉、浮点程序分析及贝叶斯程序分析均无直接关联。仅在漏洞/弱点分类可能间接服务于安全静态分析规则时有非常微弱的联系,不构成核心匹配。引用 4 inbox
Pattaraporn Sangaroonsilp, Hoa Khanh Dam, Aditya Ghose
crossref: 2026-09-12dblp: 2026-09-12arxiv: 2026-09-12

AI 速览

一句话:分析 CWE/CVE 中隐私相关漏洞覆盖不足,并提出 11 个新的通用隐私弱点以补充 CWE。

数字时代个人数据与可追踪活动常被软件应用收集、处理和传输,隐私攻击往往利用软件漏洞实施。CWE 和 CVE 是软件工程师理解和预防公开漏洞的主要来源,但作者研究发现二者对隐私相关漏洞的覆盖极低:CWE 全部 922 个弱点中仅 4.45% 与隐私相关,CVE 迄今 156,537 个漏洞中仅 0.1% 与隐私相关,且只覆盖现有隐私软件工程研究、隐私法规与框架及相关权威组织所提出威胁领域的一小部分。基于该研究生成的可操作洞见,论文向 CWE 引入 11 个新的通用隐私弱点,使 CWE 同时成为安全与隐私漏洞的参考来源。

问题
现有 CWE 和 CVE 系统对软件中的隐私弱点和漏洞覆盖严重不足,难以为软件工程师理解和预防隐私攻击提供充分支撑。
方法
系统分析 CWE 的 922 个弱点与 CVE 的 156,537 个漏洞,并与隐私软件工程研究、隐私法规框架及相关组织提出的隐私威胁领域进行对照。
评估
量化隐私相关条目在 CWE/CVE 中的占比并识别覆盖空白,据此提出 11 个新的通用隐私弱点以补充 CWE。
原文摘要(Abstract)

In this digital era, our privacy is under constant threat as our personal data and traceable online/offline activities are frequently collected, processed and transferred by many software applications. Privacy attacks are often formed by exploiting vulnerabilities found in those software applications. The Common Weakness Enumeration (CWE) and Common Vulnerabilities and Exposures (CVE) systems are currently the main sources that software engineers rely on for understanding and preventing publicly disclosed software vulnerabilities. However, our study on all 922 weaknesses in the CWE and 156,537 vulnerabilities registered in the CVE to date has found a very small coverage of privacy-related vulnerabilities in both systems, only 4.45% in CWE and 0.1% in CVE. These also cover only a small number of areas of privacy threats that have been raised in existing privacy software engineering research, privacy regulations and frameworks, and relevant reputable organisations. The actionable insights generated from our study led to the introduction of 11 new common privacy weaknesses to supplement the CWE system, making it become a source for both security and privacy vulnerabilities.

链接与引用

DOI 原文 · arXiv · PDF(开放获取) · DBLP

BibTeX
@inproceedings{SangaroonsilpDG23,
  title = {On Privacy Weaknesses and Vulnerabilities in Software Systems},
  author = {Pattaraporn Sangaroonsilp and Hoa Khanh Dam and Aditya Ghose},
  booktitle = {ICSE},
  year = {2023},
  doi = {10.1109/icse48619.2023.00097}
}