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Computer-use agents (CUAs) automate on-screen work, as illustrated by GPT-5.4 and Claude. Yet their reliability on complex, low-frequency interactions is still poor, limiting user trust. Our analysis of failure cases from advanced models…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Miaosen Zhang , Xiaohan Zhao , Zhihong Tan , Zhou Huoshen , Yijia Fan , Yifan Yang , Kai Qiu , Bei Liu , Justin Wagle , Chenzhong Yin , Mingxi Cheng , Ji Li , Qi Dai , Chong Luo , Xu Yang , Xin Geng , Baining Guo

When interacting with their software systems, users may have to deal with problems like crashes, failures, and program instability. Faulty software running in the field is not only the consequence of ineffective in-house verification and…

Software Engineering · Computer Science 2017-05-23 Luca Gazzola

Software applications have been playing an increasingly important role in various aspects of society. In particular, mobile apps and web apps are the most prevalent among all applications and are widely used in various industries as well as…

Software Engineering · Computer Science 2024-06-13 Shengcheng Yu , Chunrong Fang , Xin Li , Yuchen Ling , Zhenyu Chen , Zhendong Su

Users may face challenges while designing graphical user interfaces, due to a lack of relevant experience and guidance. This paper aims to investigate the issues that users with no experience face during the design process, and how to…

Human-Computer Interaction · Computer Science 2020-01-17 Chunggi Lee , Sanghoon Kim , Dongyun Han , Hongjun Yang , Young-Woo Park , Bum Chul Kwon , Sungahn Ko

As Augmented Reality (AR) becomes more and more embedded in daily life, ensuring the quality, safety, and reliability of AR applications is increasingly important. However, AR apps present unique challenges for automated testing. Unlike…

Software Engineering · Computer Science 2026-05-19 Seyed Amir Mousavi , Xiaoyin Wang

Background: User interface (UI) testing, which is used to verify the behavior of interactive elements in applications, plays an important role in software development and quality assurance. However, little is known about the adoption of UI…

Software Engineering · Computer Science 2025-04-29 Xiaoxiao Gan , Chris Brown

The rapid evolution of Web UI incurs time and effort in UI test maintenance. Prior techniques in Web UI test repair focus on locating the target elements on the new Webpage that match the old ones so that the corresponding broken statements…

Software Engineering · Computer Science 2025-01-23 Zhuolin Xu , Qiushi Li , Shin Hwei Tan

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

Current benchmarks for graphical user interface (GUI) agents predominantly rely on static screenshots. However, real-world smartphone interaction routinely requires agents to process transient audio cues and temporal video dynamics that are…

Human-Computer Interaction · Computer Science 2026-05-20 Felix Henry , Xiaochen Lin , Jiangyou Zhu , Yangfan , Bingqian Zhang , Min Chen , Shiyu Huang

GUI agents hold significant potential to enhance the experience and efficiency of human-device interaction. However, current methods face challenges in generalizing across applications (apps) and tasks, primarily due to two fundamental…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Yuchen Sun , Shanhui Zhao , Tao Yu , Hao Wen , Samith Va , Mengwei Xu , Yuanchun Li , Chongyang Zhang

Testing is one of the most indispensable tasks in software engineering. The role of testing in software development has grown significantly because testing is able to reveal defects in the code in an early stage of development. Many unit…

Software Engineering · Computer Science 2010-12-07 Norbert Pataki

Mobile applications, often simply called "apps", are increasingly widespread, and we use them daily to perform a number of activities. Like all software, apps must be adequately tested to gain confidence that they behave correctly.…

Software Engineering · Computer Science 2015-04-01 Shauvik Roy Choudhary , Alessandra Gorla , Alessandro Orso

A version control system, such as Git, requires a way to integrate changes from different developers or branches. Given a merge scenario, a merge tool either outputs a clean integration of the changes, or it outputs a conflict for manual…

Software Engineering · Computer Science 2024-10-15 Benedikt Schesch , Ryan Featherman , Kenneth J. Yang , Ben R. Roberts , Michael D. Ernst

Automatic test generation can help verify and develop the behavior of mobile applications. Test reuse based on semantic similarities between applications of the same category has been utilized to reduce the manual effort of Graphical User…

Software Engineering · Computer Science 2023-01-03 Shuqi Liu , Yu Zhou , Tingting Han , Taolue Chen

Fairness testing is increasingly recognized as fundamental in software engineering, especially in the domain of data-driven systems powered by artificial intelligence. However, its practical integration into software development may pose…

Software Engineering · Computer Science 2025-01-22 Matheus de Morais Leça , Ronnie de Souza Santos

Test-Time Scaling (TTS), which samples multiple candidate actions and ranks them via a Critic Model, has emerged as a promising paradigm for generalist GUI agents. Its efficacy thus hinges on the critic's fine-grained ranking ability.…

Machine Learning · Computer Science 2026-05-18 Yuchen Sun , Pei Fu , Shaojie Zhang , Anan Du , Xiuwen Xi , Ruoceng Zhang , Zhenbo Luo , Jian Luan , Chongyang Zhang

The process of developing a mobile application typically starts with the ideation and conceptualization of its user interface. This concept is then translated into a set of mock-ups to help determine how well the user interface embodies the…

Software Engineering · Computer Science 2019-01-07 Carlos Bernal-Cardenas , Kevin Moran , Michele Tufano , Zichang Liu , Linyong Nan , Zhehan Shi , Denys Poshyvanyk

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

Developers face a wide choice of programming languages and libraries supporting multicore computing. Ever more diverse paradigms for expressing parallelism and synchronization become available while their influence on usability and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-24 Sebastian Nanz , Scott West , Kaue Soares da Silveira , Bertrand Meyer

Mobile GUI agents powered by large language models have progressed rapidly, creating urgent needs for realistic and comprehensive evaluation. Existing benchmarks prioritize reproducibility but are often limited to open-source apps or…

Artificial Intelligence · Computer Science 2026-05-26 Guohong Liu , Jialei Ye , Pengzhi Gao , Wei Liu , Jian Luan , Yunxin Liu , Yuanchun Li
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