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A person's demonstration often serves as a key reference for others learning the same task. However, RGB video, the dominant medium for representing these demonstrations, often fails to capture fine-grained contextual cues such as intent,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-06 Gabriel Sarch , Balasaravanan Thoravi Kumaravel , Sahithya Ravi , Vibhav Vineet , Andrew D. Wilson

Computer-Use Agents (CUA) are becoming increasingly capable of autonomously operating digital environments through Graphical User Interfaces (GUI). Yet, most GUI remain designed primarily for humans--prioritizing aesthetics and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Kevin Qinghong Lin , Siyuan Hu , Linjie Li , Zhengyuan Yang , Lijuan Wang , Philip Torr , Mike Zheng Shou

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

Despite the rapid progress of large vision-language models (LVLMs), fine-grained, state-conditioned GUI interaction remains challenging. Current evaluations offer limited coverage, imprecise target-state definitions, and an overreliance on…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Fengxian Ji , Jingpu Yang , Zirui Song , Yuanxi Wang , Zhexuan Cui , Yuke Li , Qian Jiang , Xiuying Chen

The existing Multimodal Large Language Models (MLLMs) for GUI perception have made great progress. However, the following challenges still exist in prior methods: 1) They model discrete coordinates based on text autoregressive mechanism,…

Artificial Intelligence · Computer Science 2025-09-08 Hongyi Jing , Jiafu Chen , Chen Rao , Ziqiang Dang , Jiajie Teng , Tianyi Chu , Juncheng Mo , Shuo Fang , Huaizhong Lin , Rui Lv , Chenguang Ma , Lei Zhao

Block-based programming environments such as Scratch play a central role in low-code education, yet evaluating the capabilities of AI agents to construct programs through Graphical User Interfaces (GUIs) remains underexplored. We introduce…

Artificial Intelligence · Computer Science 2026-02-12 Xingyi Zhang , Yulei Ye , Kaifeng Huang , Wenhao Li , Xiangfeng Wang

Automating GUI tasks remains challenging due to reliance on textual representations, platform-specific action spaces, and limited reasoning capabilities. We introduce Aguvis, a unified vision-based framework for autonomous GUI agents that…

Computation and Language · Computer Science 2025-05-06 Yiheng Xu , Zekun Wang , Junli Wang , Dunjie Lu , Tianbao Xie , Amrita Saha , Doyen Sahoo , Tao Yu , Caiming Xiong

While GUI agents have made significant progress in web navigation and basic operating system tasks, their capabilities in professional creative workflows remain largely underexplored. To bridge this gap, we introduce Cutverse, a benchmark…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Haobo Hu , Xiangwu Guo , Zhiheng Chen , Difei Gao , Haotian Liu , Libiao Jin , Qi Mao

As mobile devices are becoming ubiquitous, regularly interacting with a variety of user interfaces (UIs) is a common aspect of daily life for many people. To improve the accessibility of these devices and to enable their usage in a variety…

Computation and Language · Computer Science 2021-01-27 Zecheng He , Srinivas Sunkara , Xiaoxue Zang , Ying Xu , Lijuan Liu , Nevan Wichers , Gabriel Schubiner , Ruby Lee , Jindong Chen , Blaise Agüera y Arcas

Online resources such as WikiHow compile a wide range of scripts for performing everyday tasks, which can assist models in learning to reason about procedures. However, the scripts are always presented in a linear manner, which does not…

Computation and Language · Computer Science 2023-05-30 Yu Zhou , Sha Li , Manling Li , Xudong Lin , Shih-Fu Chang , Mohit Bansal , Heng Ji

With the rapid advancement of generative artificial intelligence technology, Graphical User Interface (GUI) agents have demonstrated tremendous potential for autonomously managing daily tasks through natural language instructions. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Fengxian Ji , Jingpu Yang , Zirui Song , Yuanxi Wang , Zhexuan Cui , Yuke Li , Qian Jiang , Miao Fang , Xiuying Chen

Graphical User Interface (GUI) provides a visual bridge between a software application and end users, through which they can interact with each other. With the upgrading of mobile devices and the development of aesthetics, the visual…

Software Engineering · Computer Science 2022-05-30 Zhe Liu , Chunyang Chen , Junjie Wang , Yuekai Huang , Jun Hu , Qing Wang

Graphical User Interface (GUI) agents adopt an end-to-end paradigm that maps a screenshot to an action sequence, thereby automating repetitive tasks in virtual environments. However, existing GUI agents are evaluated almost exclusively on…

Computer Vision and Pattern Recognition · Computer Science 2025-12-15 Chunyi Li , Longfei Li , Zicheng Zhang , Xiaohong Liu , Min Tang , Weisi Lin , Guangtao Zhai

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

Generative AI models offer many possibilities for text creation and transformation. Current graphical user interfaces (GUIs) for prompting them lack support for iterative exploration, as they do not represent prompts as actionable interface…

Human-Computer Interaction · Computer Science 2025-03-28 Rifat Mehreen Amin , Oliver Hans Kühle , Daniel Buschek , Andreas Butz

Recent advancements in Large Vision Language Models (LVLMs) have enabled the development of LVLM-based Graphical User Interface (GUI) agents under various paradigms. Training-based approaches, such as CogAgent and SeeClick, struggle with…

Computer Vision and Pattern Recognition · Computer Science 2025-02-17 Kunal Singh , Shreyas Singh , Mukund Khanna

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

Despite tremendous advances in AI, it remains a significant challenge to develop interactive task guidance systems that can offer situated, personalized guidance and assist humans in various tasks. These systems need to have a sophisticated…

Artificial Intelligence · Computer Science 2023-11-03 Yuwei Bao , Keunwoo Peter Yu , Yichi Zhang , Shane Storks , Itamar Bar-Yossef , Alexander De La Iglesia , Megan Su , Xiao Lin Zheng , Joyce Chai

Prototyping is one of the core activities of User-Centered Design (UCD) processes and an integral component of Human-Computer Interaction (HCI) research. For many years, prototyping was synonym of paper-based mockups and only more recently…

Human-Computer Interaction · Computer Science 2019-06-05 Thiago Rocha , Jean-Luc Hak , Marco Winckler , Olivier Nicolas

GUI grounding maps natural language instructions to the correct interface elements, serving as the perception foundation for GUI agents. Existing approaches predominantly rely on fine-tuning multimodal large language models (MLLMs) using…

Artificial Intelligence · Computer Science 2026-02-09 Longhui Ma , Di Zhao , Siwei Wang , Zhao Lv , Miao Wang