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Accurate detection of third-party libraries (TPLs) is fundamental to Android security, supporting vulnerability tracking, malware detection, and supply chain auditing. Despite many proposed tools, their real-world effectiveness remains…

密码学与安全 · 计算机科学 2025-09-08 Jintao Gu , Haolang Lu , Guoshun Nan , Yihan Lin , Kun Wang , Yuchun Guo , Yigui Cao , Yang Liu

We propose a system, named ATVHunter, which can pinpoint the precise vulnerable in-app TPL versions and provide detailed information about the vulnerabilities and TPLs. We propose a two-phase detection approach to identify specific TPL…

软件工程 · 计算机科学 2021-11-09 Xian Zhan , Lingling Fan , Sen Chen , Feng Wu , Tianming Liu , Xiapu Luo , Yang Liu

The increasing frequency of attacks on Android applications coupled with the recent popularity of large language models (LLMs) necessitates a comprehensive understanding of the capabilities of the latter in identifying potential…

密码学与安全 · 计算机科学 2025-03-18 Vasileios Kouliaridis , Georgios Karopoulos , Georgios Kambourakis

Third-party libraries (TPLs) have become a significant part of the Android ecosystem. Developers can employ various TPLs to facilitate their app development. Unfortunately, the popularity of TPLs also brings new security issues. For…

软件工程 · 计算机科学 2021-08-05 Xian Zhan , Tianming Liu , Yepang Liu , Yang Liu , Li Li , Haoyu Wang , Xiapu Luo

This paper presents a measurement study of information leakage and SSL vulnerabilities in popular Android apps. We perform static and dynamic analysis on 100 apps, downloaded at least 10M times, that request full network access. Our…

密码学与安全 · 计算机科学 2015-05-05 Lucky Onwuzurike , Emiliano De Cristofaro

Network traffic inspection, including TLS traffic, in enterprise environments is widely practiced. Reasons for doing so are primarily related to improving enterprise security (e.g., malware detection) and meeting legal requirements. To…

密码学与安全 · 计算机科学 2018-09-25 Louis Waked , Mohammad Mannan , Amr Youssef

Recent studies have shown that a significant number of mobile applications, often handling sensitive data such as bank accounts and login credentials, suffers from SSL vulnerabilities. Most of the time, these vulnerabilities are due to…

密码学与安全 · 计算机科学 2013-07-01 Mauro Conti , Nicola Dragoni , Sebastiano Gottardo

Developers usually use TPLs to facilitate the development of the projects to avoid reinventing the wheels, however, the vulnerable TPLs indeed cause severe security threats. The majority of existing research only considered whether projects…

软件工程 · 计算机科学 2024-09-05 Fangyuan Zhang , Lingling Fan , Sen Chen , Miaoying Cai , Sihan Xu , Lida Zhao

Android applications (apps) integrate reusable and well-tested third-party libraries (TPLs) to enhance functionality and shorten development cycles. However, recent research reveals that TPLs have become the largest attack surface for…

密码学与安全 · 计算机科学 2025-06-19 Bolin Zhou , Jingzheng Wu , Xiang Ling , Tianyue Luo , Jingkun Zhang

The widespread adoption of Android devices for sensitive operations like banking and communication has made them prime targets for cyber threats, particularly Advanced Persistent Threats (APT) and sophisticated malware attacks. Traditional…

密码学与安全 · 计算机科学 2025-03-21 Dincy R Arikkat , Vinod P. , Rafidha Rehiman K. A. , Serena Nicolazzo , Marco Arazzi , Antonino Nocera , Mauro Conti

With the rapid advancement of machine learning (ML), ML-based Android malware detection has gained significant popularity due to its ability to automatically learn malicious patterns from Android apps. However, the lack of an in-depth and…

密码学与安全 · 计算机科学 2026-04-21 Jiahao Liu , Jun Zeng , Fabio Pierazzi , Ziqi Yang , Lorenzo Cavallaro , Zhenkai Liang

Since last decade, smartphones have become an integral part of everyone's life. Having the ability to handle many useful and attractive applications, smartphones sport flawless functionality and small sizes leading to their exponential…

密码学与安全 · 计算机科学 2018-08-01 Keyur Kulkarni , Ahmad Y Javaid

Third-party libraries (TPLs) have been widely used in mobile apps, which play an essential part in the entire Android ecosystem. However, TPL is a double-edged sword. On the one hand, it can ease the development of mobile apps. On the other…

软件工程 · 计算机科学 2021-08-10 Xian Zhan , Tianming Liu , Lingling Fan , Li Li , Sen Chen , Xiapu Luo , Yang Liu

Large language models (LLMs) are increasingly deployed through open-source and commercial frameworks, enabling individuals and organizations to self-host advanced LLM capabilities. As LLM deployments become prevalent, particularly in…

密码学与安全 · 计算机科学 2025-08-27 Xinyi Hou , Jiahao Han , Yanjie Zhao , Haoyu Wang

Protecting users' privacy over the Internet is of great importance; however, it becomes harder and harder to maintain due to the increasing complexity of network protocols and components. Therefore, investigating and understanding how data…

网络与互联网体系结构 · 计算机科学 2021-09-14 Mahdi Jafari Siavoshani , Amir Hossein Khajepour , Amirmohammad Ziaei , Amir Ali Gatmiri , Ali Taheri

Security of mobile apps affects the security of their users. This has fueled the development of techniques to automatically detect vulnerabilities in mobile apps and help developers secure their apps; specifically, in the context of Android…

密码学与安全 · 计算机科学 2017-11-09 Joydeep Mitra , Venkatesh-Prasad Ranganath

As Android malware is growing and evolving, deep learning has been introduced into malware detection, resulting in great effectiveness. Recent work is considering hybrid models and multi-view learning. However, they use only simple…

密码学与安全 · 计算机科学 2022-07-19 Yafei Wu , Jian Shi , Peicheng Wang , Dongrui Zeng , Cong Sun

Since Google unveiled Android OS for smartphones, malware are thriving with 3Vs, i.e. volume, velocity, and variety. A recent report indicates that one out of every five business/industry mobile application leaks sensitive personal data.…

密码学与安全 · 计算机科学 2021-03-02 Hemant Rathore , Sanjay K. Sahay , Ritvik Rajvanshi , Mohit Sewak

Despite the continued research and progress in building secure systems, Android applications continue to be ridden with vulnerabilities, necessitating effective detection methods. Current strategies involving static and dynamic analysis…

密码学与安全 · 计算机科学 2024-02-14 Noble Saji Mathews , Yelizaveta Brus , Yousra Aafer , Meiyappan Nagappan , Shane McIntosh

In the digitized world, smartphones and their apps play an important role. To name just a few examples, some apps offer possibilities for entertainment, others for online banking, and others offer support for two-factor authentication.…

密码学与安全 · 计算机科学 2023-07-18 Alexander Hefter , Christoph Sendner , Alexandra Dmitrienko
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