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Smartphones are now ubiquitous, yet our understanding of user interface factors that maximize mobile user experience (UX), is still limited. This work presents a controlled experiment, which investigated factors that affect the usability…

Human-Computer Interaction · Computer Science 2021-02-05 Lasse Einfeldt , Auriol Degbelo

With the deep integration of artificial intelligence and interactive technology, Graphical User Interface (GUI) Agent, as the carrier connecting goal-oriented natural language and real-world devices, has received widespread attention from…

Artificial Intelligence · Computer Science 2025-11-13 Leyang Yang , Ziwei Wang , Xiaoxuan Tang , Sheng Zhou , Dajun Chen , Wei Jiang , Yong Li

It is common practice for developers of user-facing software to transform a mock-up of a graphical user interface (GUI) into code. This process takes place both at an application's inception and in an evolutionary context as GUI changes…

Software Engineering · Computer Science 2018-07-30 Kevin Moran , Carlos Bernal-Cárdenas , Michael Curcio , Richard Bonett , Denys Poshyvanyk

Mobile applications (apps) are integral to our daily lives, offering diverse services and functionalities. They enable sighted users to access information coherently in an extremely convenient manner. However, it remains unclear if visually…

Software Engineering · Computer Science 2025-02-24 Mengxi Zhang , Huaxiao Liu , Yuheng Zhou , Chunyang Chen , Pei Huang , Jian Zhao

Graphical User Interface (GUI) grounding models are crucial for enabling intelligent agents to understand and interact with complex visual interfaces. However, these models face significant robustness challenges in real-world scenarios due…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Haoren Zhao , Tianyi Chen , Zhen Wang

Due to the competitive environment, mobile apps are usually produced under pressure with lots of complicated functionality and UI pages. Therefore, it is challenging for various roles to design, understand, test, and maintain these apps.…

Software Engineering · Computer Science 2023-08-22 Xiangyu Zhang , Lingling Fan , Sen Chen , Yucheng Su , Boyuan Li

Graphical User Interface (GUI) automation holds significant promise for enhancing human productivity by assisting with computer tasks. Existing task formulations primarily focus on simple tasks that can be specified by a single,…

Computer Vision and Pattern Recognition · Computer Science 2024-06-17 Kevin Qinghong Lin , Linjie Li , Difei Gao , Qinchen WU , Mingyi Yan , Zhengyuan Yang , Lijuan Wang , Mike Zheng Shou

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

Autonomous mobile GUI agents have attracted increasing attention along with the advancement of Multimodal Large Language Models (MLLMs). However, existing methods still suffer from inefficient learning from failed trajectories and ambiguous…

Machine Learning · Computer Science 2026-03-26 Zichuan Lin , Feiyu Liu , Yijun Yang , Jiafei Lyu , Yiming Gao , Yicheng Liu , Zhicong Lu , Yangbin Yu , Mingyu Yang , Junyou Li , Deheng Ye , Jie Jiang

Computer-Aided Design (CAD) is a time-consuming and complex process, requiring precise, long-horizon user interactions with intricate 3D interfaces. While recent advances in AI-driven user interface (UI) agents show promise, most existing…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Brandon Man , Ghadi Nehme , Md Ferdous Alam , Faez Ahmed

Context: Accessibility issues (e.g., small size and narrow interval) in mobile applications (apps) lead to obstacles for billions of low vision users in interacting with Graphical User Interfaces (GUIs). Although GUI accessibility scanning…

Software Engineering · Computer Science 2025-02-21 Mengxi Zhang , Huaxiao Liu , Shenning Song , Chunyang Chen , Pei Huang , Jian Zhao

Graphical user interface (GUI) agents can substantially improve productivity by automating frequently executed long-latency tasks on mobile devices. However, existing evaluation benchmarks are still constrained to limited applications,…

Computer Vision and Pattern Recognition · Computer Science 2025-12-25 Yue Cao , Yingyao Wang , Pi Bu , Jingxuan Xing , Wei Jiang , Zekun Zhu , Junpeng Ma , Sashuai Zhou , Tong Lu , Jun Song , Yu Cheng , Yuning Jiang , Bo Zheng

Graphical User Interface (GUI) tasks are vital for automating workflows such as software testing, user interface navigation. For users, the GUI is the most intuitive platform for interacting with a computer. Previous work identified a key…

Computation and Language · Computer Science 2025-03-10 Zheng Hui , Yinheng Li , Dan zhao , Tianyi Chen , Colby Banbury , Kazuhito Koishida

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

This paper introduces GUI-Owl, a foundational GUI agent model that achieves state-of-the-art performance among open-source end-to-end models on ten GUI benchmarks across desktop and mobile environments, covering grounding, question…

Artificial Intelligence · Computer Science 2025-09-03 Jiabo Ye , Xi Zhang , Haiyang Xu , Haowei Liu , Junyang Wang , Zhaoqing Zhu , Ziwei Zheng , Feiyu Gao , Junjie Cao , Zhengxi Lu , Jitong Liao , Qi Zheng , Fei Huang , Jingren Zhou , Ming Yan

Mobile GUI agents have shown strong potential in real-world automation and practical applications. However, most existing agents remain reactive, making decisions mainly from current screen, which limits their performance on long-horizon…

Artificial Intelligence · Computer Science 2026-01-08 Yilin Cao , Yufeng Zhong , Zhixiong Zeng , Liming Zheng , Jing Huang , Haibo Qiu , Peng Shi , Wenji Mao , Wan Guanglu

Video-based bug reports are increasingly being used to document bugs for programs centered around a graphical user interface (GUI). However, developing automated techniques to manage video-based reports is challenging as it requires…

Software Engineering · Computer Science 2024-07-12 Yanfu Yan , Nathan Cooper , Oscar Chaparro , Kevin Moran , Denys Poshyvanyk

Background. Evidence suggests that mobile applications are not thoroughly tested as their desktop counterparts. In particular GUI testing is generally limited. Like web-based applications, mobile apps suffer from GUI test fragility, i.e.…

Software Engineering · Computer Science 2017-11-13 Riccardo Coppola , Maurizio Morisio , Marco Torchiano

Currently, the integration of mobile Graphical User Interfaces (GUIs) is ubiquitous in most people's daily lives. And the ongoing evolution of multimodal large-scale models, such as GPT-4v, Qwen-VL-Max, has significantly bolstered the…

Computer Vision and Pattern Recognition · Computer Science 2024-12-09 Songqin Nong , Jiali Zhu , Rui Wu , Jiongchao Jin , Shuo Shan , Xiutian Huang , Wenhao Xu

A central bottleneck for phone-use agents is that controllable, reproducible environments covering real mobile behavior are hard to build at scale. Existing mobile-agent benchmarks have made important progress on evaluation, but they do not…

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