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Machine learning models have been trained to predict semantic information about user interfaces (UIs) to make apps more accessible, easier to test, and to automate. Currently, most models rely on datasets that are collected and labeled by…

Human-Computer Interaction · Computer Science 2023-08-21 Jason Wu , Rebecca Krosnick , Eldon Schoop , Amanda Swearngin , Jeffrey P. Bigham , Jeffrey Nichols

Random GUI testing is a widely-used technique for testing mobile apps. However, its effectiveness is limited by the notorious issue -- UI exploration tarpits, where the exploration is trapped in local UI regions, thus impeding test coverage…

Software Engineering · Computer Science 2026-04-14 Mengqian Xu , Yiheng Xiong , Le Chang , Ting Su , Chengcheng Wan , Weikai Miao

Mobile apps are predominantly integrated with cloud services to benefit from enhanced functionalities. Adopting authentication using secrets such as API keys is crucial to ensure secure mobile-cloud interactions. However, developers often…

Cryptography and Security · Computer Science 2025-11-11 Kevin Li , Lin Ling , Jinqiu Yang , Lili Wei

The pervasiveness of mobile apps in everyday life necessitates robust testing strategies to ensure quality and efficiency, especially through end-to-end usage-based tests for mobile apps' user interfaces (UIs). However, manually creating…

Software Engineering · Computer Science 2025-04-22 Benyamin Beyzaei , Saghar Talebipour , Ghazal Rafiei , Nenad Medvidovic , Sam Malek

Static analysis tools, or linters, detect violation of source code conventions to maintain project readability. Those tools automatically fix specific violations while developers edit the source code. However, existing tools are designed…

Software Engineering · Computer Science 2020-05-25 Yuki Ueda , Takashi Ishio , Akinori Ihara , Kenichi Matsumoto

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

The functionality of many mobile applications is dependent on various contextual, external factors. Depending on unforeseen scenarios, mobile apps can even malfunction or crash. In this paper, we have introduced MobiCoMonkey - automated…

Software Engineering · Computer Science 2018-04-10 Amit Seal Ami , Md. Mehedi Hasan , Md. Rayhanur Rahman , Kazi Sakib

Inter-Component Communication (ICC) is a key mechanism in Android. It enables developers to compose rich functionalities and explore reuse within and across apps. Unfortunately, as reported by a large body of literature, ICC is rather…

Software Engineering · Computer Science 2021-01-18 Jordan Samhi , Alexandre Bartel , Tegawendé F. Bissyandé , Jacques Klein

WebView is a UI widget that helps integrate web applications into the native context of Android apps. It provides powerful mechanisms for bi-directional interactions between the native-end (Java) and the web-end (JavaScript) of an Android…

Software Engineering · Computer Science 2023-06-07 Jiajun Hu , Lili Wei , Yepang Liu , Shing-Chi Cheung

Android framework-specific app crashes are hard to debug. Indeed, the callback-based event-driven mechanism of Android challenges crash localization techniques that are developed for traditional Java programs. The key challenge stems from…

Software Engineering · Computer Science 2020-08-05 Pingfan Kong , Li Li , Jun Gao , Timothée Riom , Yanjie Zhao , Tegawendé F. Bissyandé , Jacques Klein

Voice Assistant (VA) in smartphones has become very popular with millions of users nowadays. A key trend is the rise of custom VA embedding, which enables users to perform the customized tasks of their favorite app through voice control.…

Software Engineering · Computer Science 2024-07-26 Garrett Weaver , Xue Qin

In the mobile development process, creating the user interface (UI) is highly resource intensive. Consequently, numerous studies have focused on automating UI development, such as generating UI from screenshots or design specifications.…

Software Engineering · Computer Science 2024-09-26 Yi Gao , Xing Hu , Tongtong Xu , Xin Xia , Xiaohu Yang

Bugs are notoriously challenging: they slow down software users and result in time-consuming investigations for developers. These challenges are exacerbated when bugs must be reported in natural language by users. Indeed, we lack reliable…

Software Engineering · Computer Science 2023-10-11 Laura Plein , Tegawendé F. Bissyandé

Increasing interest in securing the Android ecosystem has spawned numerous efforts to assist app developers in building secure apps. These efforts have resulted in tools and techniques capable of detecting vulnerabilities (and malicious…

Cryptography and Security · Computer Science 2019-08-06 Venkatesh-Prasad Ranganath , Joydeep Mitra

As the bridge between users and software, Graphical User Interface (GUI) is critical to the app accessibility. Scaling up the font or display size of GUI can help improve the visual impact, readability, and usability of an app, and is…

Software Engineering · Computer Science 2022-12-09 Yuhui Su , Chunyang Chen , Junjie Wang , Zhe Liu , Dandan Wang , Shoubin Li , Qing Wang

Graphically-rich applications such as games are ubiquitous with attractive visual effects of Graphical User Interface (GUI) that offers a bridge between software applications and end-users. However, various types of graphical glitches may…

Software Engineering · Computer Science 2021-09-24 Ke Chen , Yufei Li , Yingfeng Chen , Changjie Fan , Zhipeng Hu , Wei Yang

Non-functional properties, such as runtime or memory use, are important to mobile app users and developers, as they affect user experience. Previous work on automated improvement of non-functional properties in mobile apps failed to address…

Software Engineering · Computer Science 2023-08-23 James Callan , Justyna Petke

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…

Machine Learning · Computer Science 2021-02-05 Yujin Huang , Han Hu , Chunyang Chen

While significant progress has been made in automating various aspects of software development through coding agents, there is still significant room for improvement in their bug fixing capabilities. Debugging and investigation of runtime…

Software Engineering · Computer Science 2026-04-22 Spandan Garg , Yufan Huang

Fully autonomous teams of LLM-powered AI agents are emerging that collaborate to perform complex tasks for users. What challenges do developers face when trying to build and debug these AI agent teams? In formative interviews with five AI…

Multiagent Systems · Computer Science 2025-03-06 Will Epperson , Gagan Bansal , Victor Dibia , Adam Fourney , Jack Gerrits , Erkang Zhu , Saleema Amershi