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Usability testing is a fundamental yet challenging (e.g., inflexible to iterate the study design flaws and hard to recruit study participants) research method for user experience (UX) researchers to evaluate a web design. Recent advances in…

Human-Computer Interaction · Computer Science 2025-04-08 Yuxuan Lu , Bingsheng Yao , Hansu Gu , Jing Huang , Jessie Wang , Yang Li , Jiri Gesi , Qi He , Toby Jia-Jun Li , Dakuo Wang

In this work, we propose GUIPilot, an approach for detecting inconsistencies between the mobile design and their implementations. The mobile design usually consists of design mock-ups that specify (1) the expected screen appearances (e.g.,…

Software Engineering · Computer Science 2025-06-10 Ruofan Liu , Xiwen Teoh , Yun Lin , Guanjie Chen , Ruofei Ren , Denys Poshyvanyk , Jin Song Dong

Addressing the challenge of a digital assistant capable of executing a wide array of user tasks, our research focuses on the realm of instruction-based mobile device control. We leverage recent advancements in large language models (LLMs)…

Machine Learning · Computer Science 2024-04-16 Nicolai Dorka , Janusz Marecki , Ammar Anwar

Large language model-(LLM) based automated program repair (APR) techniques have shown promising results in resolving real-world GitHub issue tasks. Existing APR systems are primarily evaluated in unimodal settings (e.g., SWE-bench).…

Software Engineering · Computer Science 2025-06-23 Kai Huang , Jian Zhang , Xiaofei Xie , Chunyang Chen

There have been many studies on automated test generation for mobile Graphical User Interface (GUI) applications. These studies successfully demonstrate how to detect fatal exceptions and achieve high code and activity coverage with fully…

Software Engineering · Computer Science 2019-11-28 Yavuz Koroglu , Alper Sen

Recently, mobile AI agents based on VLMs have been gaining increasing attention. These works typically utilize VLM as a foundation, fine-tuning it with instruction-based mobile datasets. However, these VLMs are typically pre-trained on…

Computation and Language · Computer Science 2024-10-04 Qinzhuo Wu , Weikai Xu , Wei Liu , Tao Tan , Jianfeng Liu , Ang Li , Jian Luan , Bin Wang , Shuo Shang

Recent advancements in Multi-modal Large Language Models (MLLMs) have led to significant progress in developing GUI agents for general tasks such as web browsing and mobile phone use. However, their application in professional domains…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Kaixin Li , Ziyang Meng , Hongzhan Lin , Ziyang Luo , Yuchen Tian , Jing Ma , Zhiyong Huang , Tat-Seng Chua

As generative artificial intelligence advances, Large Language Models (LLMs) are being explored for automated graphical user interface (GUI) design. This study investigates the usability and adaptability of LLM-generated interfaces by…

Human-Computer Interaction · Computer Science 2026-02-02 Bartosz Sawicki , Tomasz Les , Dariusz Parzych , Aleksandra Wycisk-Ficek , Pawel Trebacz , Pawel Zawadzki

In recent years, Multimodal Large Language Models (MLLMs) have been extensively utilized for multimodal reasoning tasks, including Graphical User Interface (GUI) automation. Unlike general offline multimodal tasks, GUI automation is…

Artificial Intelligence · Computer Science 2025-11-18 Yuyang Wanyan , Xi Zhang , Haiyang Xu , Haowei Liu , Junyang Wang , Jiabo Ye , Yutong Kou , Ming Yan , Fei Huang , Xiaoshan Yang , Weiming Dong , Changsheng Xu

Tool-augmented Large Language Models (LLMs) have shown impressive capabilities in remote sensing (RS) applications. However, existing benchmarks assume question-answering input templates over predefined image-text data pairs. These…

Computation and Language · Computer Science 2024-05-03 Simranjit Singh , Michael Fore , Dimitrios Stamoulis

With the rapid rise of large language models (LLMs), phone automation has undergone transformative changes. This paper systematically reviews LLM-driven phone GUI agents, highlighting their evolution from script-based automation to…

Functional testing is essential for verifying that the business logic of mobile applications aligns with user requirements, serving as the primary methodology for quality assurance in software development. Despite its importance, functional…

Software Engineering · Computer Science 2026-03-02 Yakun Zhang , Zihan Wang , Xinzhi Peng , Zihao Xie , Xiaodong Wang , Xutao Li , Dan Hao , Lu Zhang , Yunming Ye

Graphical User Interface (GUI) element grounding (precisely locating elements on screenshots based on natural language instructions) is fundamental for agents interacting with GUIs. Deploying this capability directly on resource-constrained…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Hongxin Li , Yuntao Chen , Zhaoxiang Zhang

Large language models (LLMs) show promise in code translation due to their ability to generate idiomatic code. However, a significant limitation when using LLMs for code translation is scalability: existing works have shown a drop in…

Programming Languages · Computer Science 2024-12-12 Hanliang Zhang , Cristina David , Meng Wang , Brandon Paulsen , Daniel Kroening

The integration of Large Language Models (LLMs) and Multi-modal Large Language Models (MLLMs) into mobile GUI agents has significantly enhanced user efficiency and experience. However, this advancement also introduces potential security…

Cryptography and Security · Computer Science 2025-03-18 Yulong Yang , Xinshan Yang , Shuaidong Li , Chenhao Lin , Zhengyu Zhao , Chao Shen , Tianwei Zhang

Graphical User Interfaces (GUIs) are central to app development projects. App developers may use the GUIs of other apps as a means of requirements refinement and rapid prototyping or as a source of inspiration for designing and improving…

Software Engineering · Computer Science 2024-11-12 Jialiang Wei , Anne-Lise Courbis , Thomas Lambolais , Binbin Xu , Pierre Louis Bernard , Gérard Dray , Walid Maalej

Developers and quality assurance testers often rely on manual testing to test accessibility features throughout the product lifecycle. Unfortunately, manual testing can be tedious, often has an overwhelming scope, and can be difficult to…

Human-Computer Interaction · Computer Science 2024-03-06 Maryam Taeb , Amanda Swearngin , Eldon Schoop , Ruijia Cheng , Yue Jiang , Jeffrey Nichols

The increasing scale and complexity of mobile applications make automated GUI exploration essential for software quality assurance. However, existing methods often neglect state dependencies between test fragments, which leads to redundant…

Software Engineering · Computer Science 2026-04-03 Jiahui Song , Jiaxin Zhi , Kangjia Zhao , Chen Zhi , Junxiao Han , Xinkui Zhao , Nan Wang , Shuiguang Deng , Jianwei Yin

Existing online benchmarks for mobile GUI agents remain largely app-centric and task-homogeneous, failing to reflect the diversity and instability of real-world mobile usage. To this end, we introduce VenusBench-Mobile, a challenging online…

Human-Computer Interaction · Computer Science 2026-04-09 Yichen Gong , Zhuohan Cai , Sunhao Dai , Yuqi Zhou , Zhangxuan Gu , Changhua Meng , Shuheng Shen

Vision-Language Models (VLMs) have emerged as powerful tools for image understanding tasks, yet their practical deployment remains hindered by significant architectural heterogeneity across model families. This paper introduces UVLM…

Machine Learning · Computer Science 2026-03-17 Joan Perez , Giovanni Fusco