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P2 Too Quiet in the Library: An Empirical Study of Security Updates in Android Apps' Native Code

库中悄然无声:Android 应用原生代码安全更新的实证研究
ICSE 2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE)2021匹配度 2/10 · 论文关注Android原生库版本识别与安全更新实证,属于软件安全/程序分析范畴,但未涉及用户核心关注的LLM/Agent与静态分析交叉、浮点程序分析或贝叶斯程序分析。其工程实证风格有一定参考价值,但与研究方向匹配度低。引用 30 inbox
Sumaya Almanee, Arda Unal, Mathias Payer, Joshua Garcia
crossref: 2026-09-12dblp: 2026-09-12

AI 速览

一句话:通过 LibRARIAN 识别 Android 应用中原生库版本,实证发现热门应用长期使用含已知 CVE 的过时库。

Android 应用常引入预编译的第三方原生库以提升性能并复用功能,但开发者往往未能及时更新这些库,导致已知漏洞在补丁发布多年后仍被使用。由于开发者常重命名或修改库,识别库及其版本十分困难。本文提出 LibRARIAN(LibRAry veRsion IdentificAtioN),基于新颖的 bin2sim 相似度度量,利用库元数据和只读段字符串等特征,准确识别应用中的原生库及版本。作者对 Google Play 上 200 个热门免费应用从 2013 年 9 月至 2020 年 5 月进行实证研究。结果发现 53/200(26.5%)应用包含带已知 CVE 的易受攻击版本,其中 14 个仍未修复;应用开发者平均需 528.71±40.20 天应用安全补丁,而库开发者平均 54.59±8.12 天发布补丁,更新速度慢约 10 倍。

问题
Android 应用广泛使用第三方原生库,但库常被重命名或修改,难以识别其版本,导致无法有效了解这些库的安全更新与漏洞现状。
方法
提出 LibRARIAN,基于 bin2sim 相似度度量,结合库元数据与只读段字符串等特征,识别 Android 应用中原生库及其版本;并追踪 2013 至 2020 年热门应用中的库使用与更新情况。
评估
对 Google Play 上 200 个热门免费应用进行实证测量,发现 26.5% 的应用包含带已知 CVE 的易受攻击原生库版本,其中 14 个仍未修复;应用补丁平均延迟 528.71 天,而库方发布补丁平均仅需 54.59 天。
原文摘要(Abstract)

Android apps include third-party native libraries to increase performance and to reuse functionality. Native code is directly executed from apps through the Java Native Interface or the Android Native Development Kit. Android developers add precompiled native libraries to their projects, enabling their use. Unfortunately, developers often struggle or simply neglect to update these libraries in a timely manner. This results in the continuous use of outdated native libraries with unpatched security vulnerabilities years after patches became available. To further understand such phenomena, we study the security updates in native libraries in the most popular 200 free apps on Google Play from Sept. 2013 to May 2020. A core difficulty we face in this study is the identification of libraries and their versions. Developers often rename or modify libraries, making their identification challenging. We create an approach called LibRARIAN (LibRAry veRsion IdentificAtioN) that accurately identifies native libraries and their versions as found in Android apps based on our novel similarity metric bin2sim. LibRARIAN leverages different features extracted from libraries based on their metadata and identifying strings in read-only sections. We discovered 53/200 popular apps (26.5%) with vulnerable versions with known CVEs between Sept. 2013 and May 2020, with 14 of those apps remaining vulnerable. We find that app developers took, on average, 528.71±40.20 days to apply security patches, while library developers release a security patch after 54.59 ± 8.12 days-a 10 times slower rate of update.

链接与引用

DOI 原文 · PDF(开放获取) · DBLP

BibTeX
@inproceedings{AlmaneeUPG21,
  title = {Too Quiet in the Library: An Empirical Study of Security Updates in Android Apps' Native Code},
  author = {Sumaya Almanee and Arda Unal and Mathias Payer and Joshua Garcia},
  booktitle = {ICSE},
  year = {2021},
  doi = {10.1109/icse43902.2021.00122}
}