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UX practitioners face novel challenges when designing user interfaces for machine learning (ML)-enabled applications. Interactive ML paradigms, like AutoML and interactive machine teaching, lower the barrier for non-expert end users to…

Human-Computer Interaction · Computer Science 2023-02-24 K. J. Kevin Feng , David W. McDonald

Exploratory GUI testing is a particularly demanding setting for MLLM agents: without predefined test scripts, an agent must autonomously navigate an application and discover defects through its own interaction. However, current evaluation…

Software Engineering · Computer Science 2026-05-29 Xiaoyi Chen , Yifei Gao , Yang Xu , Xingxing Song , Yi Zhang , Jitao Sang

Testing Web User Interfaces (UIs) requires considerable time and effort and resources, most notably participants for user testing. Additionally, the tests results may demand adjustments on the UI, taking further resources and testing. Early…

Human-Computer Interaction · Computer Science 2025-02-24 Leonardo Germán Loza Bonora , Julián Grigera , Helmut Degen

Despite over a decade of research, it is still challenging for mobile UI testing tools to achieve satisfactory effectiveness, especially on industrial apps with rich features and large code bases. Our experiences suggest that existing…

Software Engineering · Computer Science 2021-07-15 Wenyu Wang , Wei Yang , Tianyin Xu , Tao Xie

Due to the importance of Android app quality assurance, many automated GUI testing tools have been developed. Although the test algorithms have been improved, the impact of GUI rendering has been overlooked. On the one hand, setting a long…

Software Engineering · Computer Science 2023-02-28 Sidong Feng , Mulong Xie , Chunyang Chen

Software Testing is a well-established area in software engineering, encompassing various techniques and methodologies to ensure the quality and reliability of software systems. However, with the advent of generative artificial intelligence…

Software Engineering · Computer Science 2023-09-18 Aldeida Aleti

Modern mobile applications rely on hidden interactions--gestures without visual cues like long presses and swipes--to provide functionality without cluttering interfaces. While experienced users may discover these interactions through prior…

Human-Computer Interaction · Computer Science 2026-01-28 Minkyu Kweon , Seokhyeon Park , Soohyun Lee , You Been Lee , Jeongmin Rhee , Jinwook Seo

The automation of functional testing in software has allowed developers to continuously check for negative impacts on functionality throughout the iterative phases of development. This is not the case for User eXperience (UX), which has…

Artificial Intelligence · Computer Science 2021-04-14 Pedro M. Fernandes , Manuel Lopes , Rui Prada

Understanding mobile user interfaces is important for building intelligent systems such as automation tools, accessibility solutions, and UI-aware agents. However, progress in this area is still limited by the lack of high-quality datasets…

Human-Computer Interaction · Computer Science 2026-05-19 Athar Parvez , Muhammad Jawad Mufti , Muqaddas Gull , Omar Hammad

Due to massive computational demands of large generative models, AI-Generated Content (AIGC) can organize collaborative Mobile AIGC Service Providers (MASPs) at network edges to provide ubiquitous and customized content generation for…

Networking and Internet Architecture · Computer Science 2025-02-18 Yinqiu Liu , Ruichen Zhang , Jiacheng Wang , Dusit Niyato , Xianbin Wang , Dong In Kim , Hongyang Du

Mobile apps are indispensable for people's daily life. Complementing with automated GUI testing, manual testing is the last line of defence for app quality. However, the repeated actions and easily missing of functionalities make manual…

Software Engineering · Computer Science 2022-01-31 Zhe Liu , Chunyang Chen , Junjie Wang , Yuekai Huang , Jun Hu , Qing Wang

Inspirational search, the process of exploring designs to inform and inspire new creative work, is pivotal in mobile user interface (UI) design. However, exploring the vast space of UI references remains a challenge. Existing AI-based UI…

Human-Computer Interaction · Computer Science 2025-02-18 Seokhyeon Park , Yumin Song , Soohyun Lee , Jaeyoung Kim , Jinwook Seo

Large language models are redefining software engineering by implementing AI-powered techniques throughout the whole software development process, including requirement gathering, software architecture, code generation, testing, and…

Software Engineering · Computer Science 2024-06-11 Malik Abdul Sami , Muhammad Waseem , Zeeshan Rasheed , Mika Saari , Kari Systä , Pekka Abrahamsson

Graphical User Interface (GUI) is ubiquitous in almost all modern desktop software, mobile applications, and online websites. A good GUI design is crucial to the success of the software in the market, but designing a good GUI which requires…

Human-Computer Interaction · Computer Science 2021-02-02 Tianming Zhao , Chunyang Chen , Yuanning Liu , Xiaodong Zhu

Mobile graphical user interface (GUI) agents are designed to automate everyday tasks on smartphones. Recent advances in large language models (LLMs) have significantly enhanced the capabilities of mobile GUI agents. However, most…

Human-Computer Interaction · Computer Science 2026-01-27 Mingxian Yu , Siqi Luo , Xu Chen

AI can now generate high-fidelity UI mock-up screens from a high-level textual description, promising to support UX practitioners' work. However, it remains unclear how UX practitioners would adopt such Generative UI (GenUI) models in a way…

Human-Computer Interaction · Computer Science 2025-05-21 Xiang 'Anthony' Chen , Tiffany Knearem , Yang Li

The integration of generative AI tools like ChatGPT into software engineering workflows opens up new opportunities to boost productivity in tasks such as unit test engineering. However, these AI-assisted workflows can also significantly…

Software Engineering · Computer Science 2025-10-14 Baris Ardic , Quentin Le Dilavrec , Andy Zaidman

Mobile sensing plays a crucial role in generating digital traces to understand human daily lives. However, studying behaviours like mood or sleep quality in smartphone users requires carefully designed mobile sensing strategies such as…

Human-Computer Interaction · Computer Science 2024-08-23 Nan Gao , Zhuolei Yu , Yue Xu , Chun Yu , Yuntao Wang , Flora D. Salim , Yuanchun Shi

Web applications are becoming more and more complex. Testing such applications is an intricate hard and time-consuming activity. Therefore, testing is often poorly performed or skipped by practitioners. Test automation can help to avoid…

Software Engineering · Computer Science 2011-08-12 Boni García , Juan Carlos Dueñas

For graphical user interface (UI) design, it is important to understand what attracts visual attention. While previous work on saliency has focused on desktop and web-based UIs, mobile app UIs differ from these in several respects. We…

Human-Computer Interaction · Computer Science 2021-01-25 Luis A. Leiva , Yunfei Xue , Avya Bansal , Hamed R. Tavakoli , Tuğçe Köroğlu , Niraj R. Dayama , Antti Oulasvirta