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Autonomous GUI agents interact with environments by perceiving interfaces and executing actions. As a virtual sandbox, the GUI World model empowers agents with human-like foresight by enabling action-conditioned prediction. However,…

Computer Vision and Pattern Recognition · Computer Science 2026-02-11 Yuhao Zheng , Li'an Zhong , Yi Wang , Rui Dai , Kaikui Liu , Xiangxiang Chu , Linyuan Lv , Philip Torr , Kevin Qinghong Lin

People with visual impairments often struggle to create content that relies heavily on visual elements, particularly when conveying spatial and structural information. Existing accessible drawing tools, which construct images line by line,…

Human-Computer Interaction · Computer Science 2025-04-30 Seonghee Lee , Maho Kohga , Steve Landau , Sile O'Modhrain , Hari Subramonyam

We present AutoGLM, a new series in the ChatGLM family, designed to serve as foundation agents for autonomous control of digital devices through Graphical User Interfaces (GUIs). While foundation models excel at acquiring human knowledge,…

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

Autonomous Graphical User Interface (GUI) agents often struggle with multi-step tasks due to constrained context windows and static policies that fail to adapt to dynamic environments. To address these limitations, this work proposes the…

Machine Learning · Computer Science 2026-05-19 Shilong Jin , Lanjun Wang , Zhuosheng Zhang

We introduce RegionFocus, a visual test-time scaling approach for Vision Language Model Agents. Understanding webpages is challenging due to the visual complexity of GUI images and the large number of interface elements, making accurate…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Tiange Luo , Lajanugen Logeswaran , Justin Johnson , Honglak Lee

In this paper, we describe a Graphical User Interface (GUI) designed to manage large quantities of image data of a biological system. After setting the design requirements for the system, we developed an ecology quantification GUI that…

Quantitative Methods · Quantitative Biology 2008-01-08 Nigel J. Burroughs , George D. Tsibidis , William Gaze , Liz Wellington

Autonomous agents for Graphical User Interfaces (GUIs) are revolutionizing human-computer interaction, yet their reliance on text-based instructions imposes limitations on accessibility and convenience, particularly in hands-free scenarios.…

Computation and Language · Computer Science 2025-11-27 Wenkang Han , Zhixiong Zeng , Jing Huang , Shu Jiang , Liming Zheng , Longrong Yang , Haibo Qiu , Chang Yao , Jingyuan Chen , Lin Ma

People are spending an enormous amount of time on digital devices through graphical user interfaces (GUIs), e.g., computer or smartphone screens. Large language models (LLMs) such as ChatGPT can assist people in tasks like writing emails,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-30 Wenyi Hong , Weihan Wang , Qingsong Lv , Jiazheng Xu , Wenmeng Yu , Junhui Ji , Yan Wang , Zihan Wang , Yuxuan Zhang , Juanzi Li , Bin Xu , Yuxiao Dong , Ming Ding , Jie Tang

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

GUIs are foundational to interactive systems and play a pivotal role in early requirements elicitation through prototyping. Ensuring that GUI implementations fulfill NL requirements is essential for robust software engineering, especially…

Software Engineering · Computer Science 2025-10-07 Kristian Kolthoff , Felix Kretzer , Simone Paolo Ponzetto , Alexander Maedche , Christian Bartelt

Biomedical researchers face increasing challenges in navigating millions of publications in diverse domains. Traditional search engines typically return articles as ranked text lists, offering little support for global exploration or…

Information Retrieval · Computer Science 2026-01-29 Huan He , Xueqing Peng , Yutong Xie , Qijia Liu , Chia-Hsuan Chang , Lingfei Qian , Brian Ondov , Qiaozhu Mei , Hua Xu

GUI prototyping serves as one of the most valuable techniques for enhancing the elicitation of requirements and facilitating the visualization and refinement of customer needs. While GUI prototyping has a positive impact on the software…

Software Engineering · Computer Science 2025-03-03 Kristian Kolthoff , Felix Kretzer , Christian Bartelt , Alexander Maedche , Simone Paolo Ponzetto

Visual design is an essential application of state-of-the-art multi-modal AI systems. Improving these systems requires high-quality vision-language data at scale. Despite the abundance of internet image and text data, knowledge-rich and…

Machine Learning · Computer Science 2026-03-16 Zixin Wen , Yifu Cai , Kyle Lee , Sam Estep , Josh Sunshine , Aarti Singh , Yuejie Chi , Wode Ni

Graphical User Interface (GUI) agents have emerged as a promising paradigm for intelligent systems that perceive and interact with graphical interfaces visually. Yet supervised fine-tuning alone cannot handle long-horizon credit assignment,…

Artificial Intelligence · Computer Science 2026-05-01 Junan Hu , Jian Liu , Jingxiang Lai , Jiarui Hu , Yiwei Sheng , Shuang Chen , Jian Li , Dazhao Du , Song Guo

Simulated user agents are increasingly used in usability testing to support fast, iterative UX workflows, as they generate rich data such as action logs and think-aloud reasoning, but the unstructured nature of this output often obscures…

Human-Computer Interaction · Computer Science 2026-01-23 Steffen Holter , Eunyee Koh , Mustafa Doga Dogan , Gromit Yeuk-Yin Chan

Long-horizon large language model (LLM) agents are fundamentally limited by context. As interactions become longer, tool descriptions, retrieved memories, and raw environmental feedback accumulate and push out the information needed for…

This study presents a novel approach for intelligent user interaction interface generation and optimization, grounded in the variational autoencoder (VAE) model. With the rapid advancement of intelligent technologies, traditional interface…

Human-Computer Interaction · Computer Science 2024-12-20 Runsheng Zhang , Shixiao Wang , Tianfang Xie , Shiyu Duan , Mengmeng Chen

Recent advancements in Generative AI offer promising capabilities for spatial analysis. Despite their potential, the integration of generative AI with established GIS platforms remains underexplored. In this study, we propose a framework…

Artificial Intelligence · Computer Science 2024-11-25 Temitope Akinboyewa , Zhenlong Li , Huan Ning , M. Naser Lessani

We introduce MMBench-GUI, a hierarchical benchmark for evaluating GUI automation agents across Windows, macOS, Linux, iOS, Android, and Web platforms. It comprises four levels: GUI Content Understanding, Element Grounding, Task Automation,…

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