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Enterprises are always on the lookout for tools that analyze end-users perspectives on their products. In particular, app reviews have been assessed as useful for guiding improvement efforts and software evolution, however, developers find…

Software Engineering · Computer Science 2019-07-25 Saurabh Malgaonkar , Chan Won Lee , Sherlock A. Licorish , Bastin Tony Roy Savarimuthu , Amjed Tahir

Android malware detection has been extensively studied using both traditional machine learning (ML) and deep learning (DL) approaches. While many state-of-the-art detection models, particularly those based on DL, claim superior performance,…

Cryptography and Security · Computer Science 2025-07-31 Guojun Liu , Doina Caragea , Xinming Ou , Sankardas Roy

With the number of new mobile malware instances increasing by over 50\% annually since 2012 [24], malware embedding in mobile apps is arguably one of the most serious security issues mobile platforms are exposed to. While obfuscation…

Cryptography and Security · Computer Science 2019-08-23 Muhammad Ikram , Pierrick Beaume , Mohamed Ali Kaafar

Security of Android devices is now paramount, given their wide adoption among consumers. As researchers develop tools for statically or dynamically detecting suspicious apps, malware writers regularly update their attack mechanisms to hide…

Cryptography and Security · Computer Science 2022-10-21 Xiaoyu Sun , Xiao Chen , Li Li , Haipeng Cai , John Grundy , Jordan Samhi , Tegawendé F. Bissyandé , Jacques Klein

Third-party Software Development Kits (SDKs) are widely adopted in Android app development, to effortlessly accelerate development pipelines and enhance app functionality. However, this convenience raises substantial concerns about…

Cryptography and Security · Computer Science 2025-06-19 Mark Huasong Meng , Chuan Yan , Qing Zhang , Zeyu Wang , Kailong Wang , Sin Gee Teo , Guangdong Bai , Jin Song Dong

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…

Software Engineering · Computer Science 2021-08-05 Xian Zhan , Tianming Liu , Yepang Liu , Yang Liu , Li Li , Haoyu Wang , Xiapu Luo

Android utilizes a security mechanism that requires apps to request permission for accessing sensitive user data, e.g., contacts and SMSs, or certain system features, e.g., camera and Internet access. However, Android apps tend to be…

Software Engineering · Computer Science 2020-01-24 Jianmao Xiao , Shizhan Chen , Qiang He , Zhiyong Feng , Xiao Xue

The rapid development of GUI foundation models and mobile GUI agents has spurred numerous evaluation benchmarks, yet most rely on simulated environments or open-source applications, leaving real-world closed-source applications largely…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Yifan Sui , Xin Huang , Hongbing Li , Fang Xu , Jiahe Lv , Haolong Yan , Yeqing Shen , Litao Liu , Zhimin Fan , Ziyang Meng , Jia Wang , Junbo Qi , Kaijun Tan , Zheng Ge , Xiangyu Zhang , Daxin Jiang , Osamu Yoshie

Android devices are equipped with many pre-installed applications which have the capability of tracking and monitoring users. Although applications coming pre-installed pose a great danger to user security and privacy, they have received…

Cryptography and Security · Computer Science 2023-01-31 Abdullah Ozbay , Kemal Bicakci

Due to the high demand for mobile applications, given the exponential growth of users of this type of technology, testing professionals are frequently required to invest time in studying testing tools, in particular, because nowadays,…

Software Engineering · Computer Science 2023-07-04 Gustavo da Silva , Ronnie de Souza Santos

This paper presents a fully automated static analysis approach and a tool, Taint-Things, for the identification of tainted flows in SmartThings IoT apps. Taint-Things accurately identifies all tainted flows reported by one of the…

Software Engineering · Computer Science 2022-02-08 Bara' Nazzal , Manar H. Alalfi

Enabling fully automated testing of mobile applications has recently become an important topic of study for both researchers and practitioners. A plethora of tools and approaches have been proposed to aid mobile developers both by…

Software Engineering · Computer Science 2018-01-22 Mario Linares Vasquez , Carlos Bernal-Cardenas , Kevin Moran , Denys Poshyvanyk

Generating test cases through automatic app exploration is very useful for analyzing and testing Android apps. However, test cases generated by current app-exploration tools are not reproducible, i.e. when the generated test case is…

Software Engineering · Computer Science 2017-10-25 Ziniu Hu , Yun Ma , Yangyang Huang

Android is among the popular platforms running on millions of smart devices, like smartphones and tablets, whose widespread adoption is seen as an opportunity for spreading malware. Adding malicious payloads to cracked applications, often…

Cryptography and Security · Computer Science 2019-03-13 Konstantinos-Panagiotis Grammatikakis , Angela Ioannou , Stavros Shiaeles , Nicholas Kolokotronis

The amount of Android malware has increased greatly during the last few years. Static analysis is widely used in detecting such malware by analyzing the code without execution. The effectiveness of current tools relies on the app model as…

Cryptography and Security · Computer Science 2016-04-11 Mohsin Junaid , Donggang Liu , David Kung

Android has been the most popular smartphone system, with multiple platform versions (e.g., KITKAT and Lollipop) active in the market. To manage the application's compatibility with one or more platform versions, Android allows apps to…

Software Engineering · Computer Science 2017-03-20 Daoyuan Wu , Ximing Liu , Jiayun Xu , David Lo , Debin Gao

To identify security vulnerabilities in Android applications, numerous static application security testing (SAST) tools have been proposed. However, it poses significant challenges to assess their overall performance on diverse…

Software Engineering · Computer Science 2024-10-29 Jingyun Zhu , Kaixuan Li , Sen Chen , Lingling Fan , Junjie Wang , Xiaofei Xie

Fairness is one of the socio-technical concerns that must be addressed in software systems. Considering the popularity of mobile software applications (apps) among a wide range of individuals worldwide, mobile apps with unfair behaviors and…

Software Engineering · Computer Science 2024-08-02 Ali Rezaei Nasab , Maedeh Dashti , Mojtaba Shahin , Mansooreh Zahedi , Hourieh Khalajzadeh , Chetan Arora , Peng Liang

We present HornDroid, a new tool for the static analysis of information flow properties in Android applications. The core idea underlying HornDroid is to use Horn clauses for soundly abstracting the semantics of Android applications and to…

Cryptography and Security · Computer Science 2017-07-26 Stefano Calzavara , Ilya Grishchenko , Matteo Maffei

This paper reviews work published between 2002 and 2022 in the fields of Android malware, clone, and similarity detection. It examines the data sources, tools, and features used in existing research and identifies the need for a…

Cryptography and Security · Computer Science 2024-12-17 Simon Torka , Sahin Albayrak