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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…

Software Engineering · Computer Science 2022-10-13 Yu Zhao , Brent Harrison , Tingting Yu

Large Language Models (LLMs) have advanced rapidly as tools for automating code generation in scientific research, yet their ability to interpret and use unfamiliar Python APIs for complex computational experiments remains poorly…

Software Engineering · Computer Science 2025-09-17 Nuno Fachada , Daniel Fernandes , Carlos M. Fernandes , Bruno D. Ferreira-Saraiva , João P. Matos-Carvalho

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

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

In Android GUI testing, generating an action sequence for a task that can be replayed as a test script is common. Generating sequences of actions and respective test scripts from task goals described in natural language can eliminate the…

Software Engineering · Computer Science 2025-09-12 Hieu Huynh , Hai Phung , Hao Pham , Tien N. Nguyen , Vu Nguyen

The Graphical User Interface (GUI) is pivotal for human interaction with the digital world, enabling efficient device control and the completion of complex tasks. Recent progress in Large Language Models (LLMs) and Vision Language Models…

Artificial Intelligence · Computer Science 2024-06-14 Danyang Zhang , Zhennan Shen , Rui Xie , Situo Zhang , Tianbao Xie , Zihan Zhao , Siyuan Chen , Lu Chen , Hongshen Xu , Ruisheng Cao , Kai Yu

Developers are increasingly integrating Language Models (LMs) into their mobile apps to provide features such as chat-based assistants. To prevent LM misuse, they impose various restrictions, including limits on the number of queries, input…

Cryptography and Security · Computer Science 2025-05-14 Muhammad Ibrahim , Gűliz Seray Tuncay , Z. Berkay Celik , Aravind Machiry , Antonio Bianchi

Automatic generators of GUI tests often fail to generate semantically relevant test cases, and thus miss important test scenarios. To address this issue, test adaptation techniques can be used to automatically generate semantically…

Software Engineering · Computer Science 2026-01-12 Leonardo Mariani , Mauro Pezzè , Valerio Terragni , Daniele Zuddas

The advent of large language models (LLMs) has opened up new opportunities in the field of mobile task automation. Their superior language understanding and reasoning capabilities allow users to automate complex and repetitive tasks.…

Human-Computer Interaction · Computer Science 2024-10-17 Sunjae Lee , Junyoung Choi , Jungjae Lee , Munim Hasan Wasi , Hojun Choi , Steven Y. Ko , Sangeun Oh , Insik Shin

The field of Artificial Intelligence has witnessed remarkable progress in recent years, especially with the emergence of powerful large language models (LLMs) based on the transformer architecture. Cloud-based LLMs, such as OpenAI's…

Computation and Language · Computer Science 2023-10-04 Samuel Carreira , Tomás Marques , José Ribeiro , Carlos Grilo

The inception of a mobile app often takes form of a mock-up of the Graphical User Interface (GUI), represented as a static image delineating the proper layout and style of GUI widgets that satisfy requirements. Following this initial…

Software Engineering · Computer Science 2018-04-09 Kevin Moran , Boyang Li , Carlos Bernal-Cárdenas , Dan Jelf , Denys Poshyvanyk

We present AutoGLM, a new series in the ChatGLM family, designed to serve as foundation agents for autonomous control of digital devices through Graphical User Interfaces (GUIs). While foundation models excel at acquiring human knowledge,…

Large language models (LLMs) have shown remarkable abilities to generate code, however their ability to develop software for embedded systems, which requires cross-domain knowledge of hardware and software has not been studied. In this…

Software Engineering · Computer Science 2023-11-23 Zachary Englhardt , Richard Li , Dilini Nissanka , Zhihan Zhang , Girish Narayanswamy , Joseph Breda , Xin Liu , Shwetak Patel , Vikram Iyer

Large language models (LLMs) have brought exciting new advances to mobile UI agents, a long-standing research field that aims to complete arbitrary natural language tasks through mobile UI interactions. However, existing UI agents usually…

Artificial Intelligence · Computer Science 2025-05-07 Hao Wen , Shizuo Tian , Borislav Pavlov , Wenjie Du , Yixuan Li , Ge Chang , Shanhui Zhao , Jiacheng Liu , Yunxin Liu , Ya-Qin Zhang , Yuanchun Li

The integration of AI techniques has become increasingly popular in software development, enhancing performance, usability, and the availability of intelligent features. With the rise of large language models (LLMs) and generative AI,…

Software Engineering · Computer Science 2025-02-25 Kimberly Hau , Safwat Hassan , Shurui Zhou

The dream of achieving a student-teacher ratio of 1:1 is closer than ever thanks to the emergence of large language models (LLMs). One potential application of these models in the educational field would be to provide feedback to students…

Computers and Society · Computer Science 2025-05-06 Marc Ballestero-Ribó , Daniel Ortiz-Martínez

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

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

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

The growing dependence on mobile phones and their apps has made multi-user interactive features, like chat calls, live streaming, and video conferencing, indispensable for bridging the gaps in social connectivity caused by physical and…

Software Engineering · Computer Science 2025-09-17 Sidong Feng , Changhao Du , Huaxiao Liu , Qingnan Wang , Zhengwei Lv , Mengfei Wang , Chunyang Chen