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Graphical User Interface (GUI) datasets are crucial for various downstream tasks. However, GUI datasets often generate annotation information through automatic labeling, which commonly results in inaccurate GUI element BBox annotations,…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Qi Yang , Weichen Bi , Haiyang Shen , Yaoqi Guo , Yun Ma

Usability testing with experts and potential users can assess the effectiveness, efficiency, and user satisfaction of graphical user interfaces (GUIs) but doing so remains a costly and time-intensive process. Prior work has used computer…

Computation and Language · Computer Science 2026-04-30 Alice Gao , Weixi Tong , Rishab Vempati , Katharina Reinecke , R. Benjamin Shapiro , Tianyi Zhang , Jason Wu

Detecting point anomalies in bank account balances is essential for financial institutions, as it enables the identification of potential fraud, operational issues, or other irregularities. Robust statistics is useful for flagging outliers…

Machine Learning · Computer Science 2025-12-02 Federico Maddanu , Tommaso Proietti , Riccardo Crupi

Web AI agents such as ChatGPT Agent and GenSpark are increasingly used for routine web-based tasks, yet they still rely on text-based input prompts, lack proactive detection of user intent, and offer no support for interactive data analysis…

Human-Computer Interaction · Computer Science 2026-01-22 Yanwei Huang , Arpit Narechania

Graphical User Interface (GUI) agents powered by Multimodal Large Language Models (MLLMs) promise human-like interaction with software applications, yet long-horizon tasks remain challenging due to memory limitations. Existing approaches…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Zikang Liu , Junyi Li , Wayne Xin Zhao , Dawei Gao , Yaliang Li , Ji-rong Wen

The emergence of Multimodal Large Language Models (MLLMs) has driven significant advances in Graphical User Interface (GUI) agent capabilities. Nevertheless, existing GUI agent training and inference techniques still suffer from a dilemma…

Artificial Intelligence · Computer Science 2026-04-09 Shuquan Lian , Yuhang Wu , Jia Ma , Yifan Ding , Zihan Song , Bingqi Chen , Xiawu Zheng , Hui Li , Rongrong Ji

As multimodal large language models (MLLMs) advance, MLLM-based virtual agents have demonstrated remarkable performance. However, existing benchmarks face significant limitations, including uncontrollable task complexity, extensive manual…

Computer Vision and Pattern Recognition · Computer Science 2025-06-11 Wendong Bu , Yang Wu , Qifan Yu , Minghe Gao , Bingchen Miao , Zhenkui Zhang , Kaihang Pan , Yunfei Li , Mengze Li , Wei Ji , Juncheng Li , Siliang Tang , Yueting Zhuang

Computer use agents automate digital tasks by directly interacting with graphical user interfaces (GUIs) on computers and mobile devices, offering significant potential to enhance human productivity by completing an open-ended space of user…

Artificial Intelligence · Computer Science 2025-04-02 Saaket Agashe , Kyle Wong , Vincent Tu , Jiachen Yang , Ang Li , Xin Eric Wang

Computer-use agents face a fundamental limitation. They rely exclusively on primitive GUI actions (click, type, scroll), creating brittle execution chains prone to cascading failures. While API-driven agents harness rich capabilities…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Yuhao Yang , Zhen Yang , Zi-Yi Dou , Anh Nguyen , Keen You , Omar Attia , Andrew Szot , Michael Feng , Ram Ramrakhya , Alexander Toshev , Chao Huang , Yinfei Yang , Zhe Gan

Interactive systems are omnipresent today and the need to create graphical user interfaces (GUIs) is just as ubiquitous. For the elicitation and validation of requirements, GUI prototyping is a well-known and effective technique, typically…

Software Engineering · Computer Science 2024-06-13 Kristian Kolthoff , Felix Kretzer , Christian Bartelt , Alexander Maedche , Simone Paolo Ponzetto

AI agents have drawn increasing attention mostly on their ability to perceive environments, understand tasks, and autonomously achieve goals. To advance research on AI agents in mobile scenarios, we introduce the Android Multi-annotation…

Human-Computer Interaction · Computer Science 2025-08-15 Yuxiang Chai , Siyuan Huang , Yazhe Niu , Han Xiao , Liang Liu , Dingyu Zhang , Shuai Ren , Hongsheng Li

With the growing reliance on digital devices equipped with graphical user interfaces (GUIs), such as computers and smartphones, the need for effective automation tools has become increasingly important. While multimodal large language…

Human-Computer Interaction · Computer Science 2024-10-18 Jakub Hoscilowicz , Bartosz Maj , Bartosz Kozakiewicz , Oleksii Tymoshchuk , Artur Janicki

Mobile GUI agents can automate smartphone tasks by interacting directly with app interfaces, but how they should communicate with users during execution remains underexplored. Existing systems rely on two extremes: foreground execution,…

Human-Computer Interaction · Computer Science 2026-04-24 Jeonghyeon Kim , Byeongjun Joung , Junwon Lee , Joohyung Lee , Taehoon Min , Sunjae Lee

Graphical User Interface (GUI) grounding - the task of mapping natural language instructions to screen coordinates - is essential for autonomous agents and accessibility technologies. Existing systems rely on monolithic models or one-shot…

Artificial Intelligence · Computer Science 2025-11-18 SeokJoo Kwak , Jihoon Kim , Boyoun Kim , Jung Jae Yoon , Wooseok Jang , Jeonghoon Hong , Jaeho Yang , Yeong-Dae Kwon

GUI agents are rapidly becoming a new interaction to software, allowing people to navigate web, desktop and mobile rather than execute them click by click. Yet ``agent'' is described with radically different degrees of autonomy, obscuring…

Software Engineering · Computer Science 2026-02-13 Sidong Feng , Chunyang Chen

Artificial Intelligence (AI) is now firmly at the center of evidence-based medicine. Despite many success stories that edge the path of AI's rise in healthcare, there are comparably many reports of significant shortcomings and unexpected…

Recent advances have enabled general computer-use agents that interpret screens and execute grounded actions from human instructions, yet they still struggle to generalize to unseen and evolving interfaces. While improving agent capability…

Human-Computer Interaction · Computer Science 2026-05-05 Jiateng Liu , Rushi Wang , Bingxuan Li , Kunlun Zhu , Yifan Shen , Qingyun Wang , Ahmed Abbasi , Denghui Zhang , Heng Ji

GUI testing is significant in the SE community. Most existing frameworks are intrusive and only support some specific platforms. With the development of distinct scenarios, diverse embedded systems or customized operating systems on…

Software Engineering · Computer Science 2023-12-19 Shengcheng Yu , Chunrong Fang , Mingzhe Du , Yuchen Ling , Zhenyu Chen , Zhendong Su

The evolution of Multimodal Large Language Models (MLLMs) has shifted the focus from text generation to active behavioral execution, particularly via OS agents navigating complex GUIs. However, the transition of these agents into…

Computation and Language · Computer Science 2026-04-28 Zheng Wu , Yi Hua , Zhaoyuan Huang , Chenhao Xue , Yijie Lu , Pengzhou Cheng , Zongru Wu , Lingzhong Dong , Gongshen Liu , Xinghao Jiang , Zhuosheng Zhang

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
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