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Smartphones and mobile devices are rapidly becoming indispensable devices for many users. Unfortunately, they also become fertile grounds for hackers to deploy malware and to spread virus. There is an urgent need to have a "security…

密码学与安全 · 计算机科学 2013-09-24 Min Zheng , Mingshen Sun , John C. S. Lui

Mobile phones and tablets have become the most widely used computing devices, with a large predominance of the Android platform. As a natural evolution, the development of Android applications has surged and has become a major field of…

软件工程 · 计算机科学 2018-09-27 Franz-Xaver Geiger , Ivano Malavolta

The Android middleware, in particular the so-called systemserver, is a crucial and central component to Android's security and robustness. To understand whether the systemserver provides the demanded security properties, it has to be…

密码学与安全 · 计算机科学 2021-10-13 Oliver Schranz , Sebastian Weisgerber , Erik Derr , Michael Backes , Sven Bugiel

Widely-used Android static program analysis tools, e.g., Amandroid and FlowDroid, perform the whole-app inter-procedural analysis that is comprehensive but fundamentally difficult to handle modern (large) apps. The average app size has…

密码学与安全 · 计算机科学 2020-05-26 Daoyuan Wu , Debin Gao , Robert H. Deng , Rocky K. C. Chang

Android apps are built on APIs that abstract core Android system functionalities. These APIs are officially documented in multiple files distributed with the Android source code or SDK, which we collectively refer to as Android API Lists…

软件工程 · 计算机科学 2026-04-17 Sinan Wang , Qi Zhang , Jiacheng Li , Lili Wei , Yida Tao , Yepang Liu

The large demand of mobile devices creates significant concerns about the quality of mobile applications (apps). Developers need to guarantee the quality of mobile apps before it is released to the market. There have been many approaches…

软件工程 · 计算机科学 2022-10-13 Yu Zhao , Brent Harrison , Tingting Yu

The rapidly evolving Android malware ecosystem demands high-quality, real-time datasets as a foundation for effective detection and defense. With the widespread adoption of mobile devices across industrial systems, they have become a…

密码学与安全 · 计算机科学 2025-10-21 Hongpeng Bai , Minhong Dong , Yao Zhang , Shunzhe Zhao , Haobo Zhang , Lingyue Li , Yude Bai , Guangquan Xu

Numerous tools rely on automatic categorization of Android apps as part of their methodology. However, incorrect categorization can lead to inaccurate outcomes, such as a malware detector wrongly flagging a benign app as malicious. One such…

软件工程 · 计算机科学 2023-10-12 Marco Alecci , Jordan Samhi , Tegawendé F. Bissyandé , Jacques Klein

Mobile application security has been a major area of focus for security research over the course of the last decade. Numerous application analysis tools have been proposed in response to malicious, curious, or vulnerable apps. However,…

密码学与安全 · 计算机科学 2021-07-20 Amit Seal Ami , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

In this paper, we present the design and implementation of a Systematic Inter-Component Communication Analysis Technology (SIAT) consisting of two key modules: \emph{Monitor} and \emph{Analyzer}. As an extension to the Android operating…

密码学与安全 · 计算机科学 2020-06-24 Yupeng Hu , Zhe Jin , Wenjia Li , Yang Xiang , Jiliang Zhang

Background. Developers use Automated Static Analysis Tools (ASATs) to control for potential quality issues in source code, including defects and technical debt. Tool vendors have devised quite a number of tools, which makes it harder for…

软件工程 · 计算机科学 2021-01-25 Valentina Lenarduzzi , Savanna Lujan , Nyyti Saarimaki , Fabio Palomba

Classifying mobile apps based on their description is beneficial for several purposes. However, many app descriptions do not reflect app functionalities, whether accidentally or on purpose. Most importantly, these app classification methods…

软件工程 · 计算机科学 2021-03-23 Md. Shamsujjoha , John Grundy , Li Li , Hourieh Khalajzadeh , Qinghua Lu

As the dominant mobile operating system, Android continues to attract a substantial influx of new applications each year. However, this growth is accompanied by increased attention from malicious actors, resulting in a significant rise in…

软件工程 · 计算机科学 2025-12-16 Dewen Suo , Lei Xue , Weihao Huang , Runze Tan , Guozi Sun

Software debloating tools seek to improve program security and performance by removing unnecessary code, called bloat. While many techniques have been proposed, several barriers to their adoption have emerged. Namely, debloating tools are…

软件工程 · 计算机科学 2024-06-14 Michael D. Brown , Adam Meily , Brian Fairservice , Akshay Sood , Jonathan Dorn , Eric Kilmer , Ronald Eytchison

With the rapid growth of Android malware, many machine learning-based malware analysis approaches are proposed to mitigate the severe phenomenon. However, such classifiers are opaque, non-intuitive, and difficult for analysts to understand…

密码学与安全 · 计算机科学 2020-08-14 Ming Fan , Wenying Wei , Xiaofei Xie , Yang Liu , Xiaohong Guan , Ting Liu

Deep learning has shown its power in many applications, including object detection in images, natural-language understanding, and speech recognition. To make it more accessible to end users, many deep learning models are now embedded in…

机器学习 · 计算机科学 2021-02-05 Yujin Huang , Han Hu , Chunyang Chen

Resource leaks -- a program does not release resources it previously acquired -- are a common kind of bug in Android applications. Even with the help of existing techniques to automatically detect leaks, writing a leak-free program remains…

软件工程 · 计算机科学 2024-10-03 Bhargav Nagaraja Bhatt , Carlo A. Furia

When machine learning is used for Android malware detection, an app needs to be represented in a numerical format for training and testing. We identify a widespread occurrence of distinct Android apps that have identical or nearly identical…

密码学与安全 · 计算机科学 2025-07-31 Guojun Liu , Doina Caragea , Xinming Ou , Sankardas Roy

The causes of the reproducibility crisis include lack of standardization and transparency in scientific reporting. Checklists such as ARRIVE and CONSORT seek to improve transparency, but they are not always followed by authors and peer…

While extremely valuable to achieve advanced functions, mobile phone sensors can be abused by attackers to implement malicious activities in Android apps, as experimentally demonstrated by many state-of-the-art studies. There is hence a…

密码学与安全 · 计算机科学 2022-01-19 Xiaoyu Sun , Xiao Chen , Kui Liu , Sheng Wen , Li Li , John Grundy