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Popularity and complexity of malicious mobile applications are rising, making their analysis difficult and labor intensive. Mobile application analysis is indeed inherently different from desktop application analysis: In the latter, the…

Cryptography and Security · Computer Science 2014-02-21 Andrea Gianazza , Federico Maggi , Aristide Fattori , Lorenzo Cavallaro , Stefano Zanero

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

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…

Cryptography and Security · Computer Science 2020-05-26 Daoyuan Wu , Debin Gao , Robert H. Deng , Rocky K. C. Chang

The modern software development landscape has seen a shift in focus toward mobile applications as "smart" devices near ubiquitous adoption. Due to this trend, the complexity of mobile applications has been increasing, making development and…

Software Engineering · Computer Science 2018-01-19 Kevin Moran

With the increasing prevalence of fraudulent Android applications such as fake and malicious applications, it is crucial to detect them with high accuracy and adaptability. We present AgentDroid, a novel tool for Android fraudulent…

Software Engineering · Computer Science 2025-10-09 Ruwei Pan , Hongyu Zhang , Zhonghao Jiang , Ran Hou

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

Context. Multiple automated techniques have been proposed and developed for mobile application GUI testing aiming to improve effectiveness, efficiency, and practicality. The effectiveness, efficiency, and practicality are 3 fundamental…

Software Engineering · Computer Science 2019-01-01 Yauhen Leanidavich Arnatovich , Lipo Wang

Manual testing, as a complement to automated GUI testing, is the last line of defense for app quality especially in spotting usability and accessibility issues. However, the repeated actions and easy missing of some functionalities make…

Software Engineering · Computer Science 2022-05-30 Zhe Liu , Chunyang Chen , Junjie Wang , Yuhui Su , Qing Wang

Bug reports are vital for software maintenance that allow users to inform developers of the problems encountered while using software. However, it is difficult for non-technical users to write clear descriptions about the bug occurrence.…

Software Engineering · Computer Science 2022-04-20 Sidong Feng , Chunyang Chen

In the development and maintenance of Android apps, the quick and accurate reproduction of user-reported bugs is crucial to ensure application quality and improve user satisfaction. However, this process is often time-consuming and complex.…

Software Engineering · Computer Science 2026-04-01 Xiangyang Xiao , Huaxun Huang , Rongxin Wu

Training GUI agents with traditional centralized methods faces significant cost and scalability challenges. Federated learning (FL) offers a promising solution, yet its potential is hindered by the lack of benchmarks that capture…

Multiagent Systems · Computer Science 2026-04-17 Wenhao Wang , Haoting Shi , Mengying Yuan , Yiquan Lin , Panrong Tong , Hanzhang Zhou , Guangyi Liu , Pengxiang Zhao , Yue Wang , Siheng Chen

Validation of Android apps via testing is difficult owing to the presence of flaky tests. Due to non-deterministic execution environments, a sequence of events (a test) may lead to success or failure in unpredictable ways. In this work, we…

Software Engineering · Computer Science 2021-05-24 Zhen Dong , Abhishek Tiwari , Xiao Liang Yu , Abhik Roychoudhury

Automated input generators are widely used for large-scale dynamic analysis of mobile apps. Such input generators must constantly choose which UI element to interact with and how to interact with it, in order to achieve high coverage with a…

Software Engineering · Computer Science 2021-01-01 Yuanchun Li , Ziyue Yang , Yao Guo , Xiangqun Chen

To ensure app compatibility and smoothness of user experience across diverse devices and platforms, developers have to perform cross-device, cross-platform testing of their apps, which is laborious. There comes a recently increasing trend…

Software Engineering · Computer Science 2023-05-25 Mulong Xie , Jiaming Ye , Zhenchang Xing , Lei Ma

GUI testing is significant in the SE community. Most existing frameworks are intrusive and only support some specific platforms. With the development of distinct scenarios, diverse embedded systems or customized operating systems on…

Software Engineering · Computer Science 2023-12-19 Shengcheng Yu , Chunrong Fang , Mingzhe Du , Yuchen Ling , Zhenyu Chen , Zhendong Su

XML configurations are integral to the Android development framework, particularly in the realm of UI display. However, these configurations can introduce compatibility issues (bugs), resulting in divergent visual outcomes and system…

Software Engineering · Computer Science 2024-02-26 Zhijie Liu , Yutian Tang , Meiyun Li , Xin Jin , Yunfei Long , Liang Feng Zhang , Xiapu Luo

As the popularity of mobile smart devices continues to climb the complexity of "apps" continues to increase, making the development and maintenance process challenging. Current bug tracking systems lack key features to effectively support…

Software Engineering · Computer Science 2018-01-19 Kevin Moran , Mario Linares-Vasquez , Carlos Bernal-Cardenas , Denys Poshyvanyk

Numerous approaches employing various strategies have been developed to test the graphical user interfaces (GUIs) of mobile apps. However, traditional GUI testing techniques, such as random and model-based testing, primarily focus on…

Software Engineering · Computer Science 2024-07-30 Bangyan Ju , Jin Yang , Tingting Yu , Tamerlan Abdullayev , Yuanyuan Wu , Dingbang Wang , Yu Zhao

GUI testing is an essential quality assurance process in mobile app development. However, the creation and maintenance of GUI tests for mobile apps are resource-intensive and costly. Recognizing that many apps share similar functionalities,…

Software Engineering · Computer Science 2025-04-04 Xiaolei Li , Jialun Cao , Yepang Liu , Shing-Chi Cheung , Hailong Wang

The modern software development landscape has seen a shift in focus toward mobile applications as tablets and smartphones near ubiquitous adoption. Due to this trend, the complexity of these apps has been increasing, making development and…

Software Engineering · Computer Science 2017-05-12 Kevin Moran , Mario Linares-Vásquez , Carlos Bernal-Cárdenas , Denys Poshyvanyk