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Multimodal Large Language Models (MLLMs) have shown great potential in revolutionizing Graphical User Interface (GUI) automation. However, existing GUI models mostly rely on learning from nearly error-free offline trajectories, thus lacking…

Artificial Intelligence · Computer Science 2025-06-10 Penghao Wu , Shengnan Ma , Bo Wang , Jiaheng Yu , Lewei Lu , Ziwei Liu

The rapid advancement of large Vision-Language Models (VLMs) has propelled the development of pure-vision-based GUI Agents, capable of perceiving and operating Graphical User Interfaces (GUI) to autonomously fulfill user instructions.…

Artificial Intelligence · Computer Science 2025-05-30 Chenyu Yang , Shiqian Su , Shi Liu , Xuan Dong , Yue Yu , Weijie Su , Xuehui Wang , Zhaoyang Liu , Jinguo Zhu , Hao Li , Wenhai Wang , Yu Qiao , Xizhou Zhu , Jifeng Dai

In the study of reading, eye-tracking technology offers unique insights into the time-course of how individuals extract information from text. A significant hurdle in using multi-line paragraph stimuli is the need to align eye gaze position…

Human-Computer Interaction · Computer Science 2024-10-17 Thomas M. Mercier , Marcin Budka , Bernhard Angele , Martin R. Vasilev , Timothy J. Slattery , Julie A Kirkby

LLM-generated interfaces are increasingly used in high-consequence workflows (e.g., healthcare communication), where how information is presented can impact downstream actions. These interfaces and their content support human interaction…

Human-Computer Interaction · Computer Science 2026-02-17 Blessing Jerry , Lourdes Moreno , Paloma Martínez

We present a novel, web-based visual eye-tracking analytics tool called Gazealytics. Our open-source toolkit features a unified combination of gaze analytics features that support flexible exploratory analysis, along with annotation of…

User Interface (UI) prototyping is a necessary step in the early stages of application development. Transforming sketches of a Graphical User Interface (UI) into a coded UI application is an uninspired but time-consuming task performed by a…

Computer Vision and Pattern Recognition · Computer Science 2019-10-22 Vanita Jain , Piyush Agrawal , Subham Banga , Rishabh Kapoor , Shashwat Gulyani

Multiple object tracking is a challenging problem in computer vision due to difficulty in dealing with motion prediction, occlusion handling, and object re-identification. Many recent algorithms use motion and appearance cues to overcome…

Computer Vision and Pattern Recognition · Computer Science 2021-03-09 Mohammad Hossein Nasseri , Hadi Moradi , Reshad Hosseini , Mohammadreza Babaee

Graphical user interface (GUI) grounding, the process of mapping human instructions to GUI actions, serves as a fundamental basis to autonomous GUI agents. While existing grounding models achieve promising performance to simulate the mouse…

Human-Computer Interaction · Computer Science 2026-01-13 Zeyi Liao , Yadong Lu , Boyu Gou , Huan Sun , Ahmed Awadallah

Out of Scope (OOS) detection in Conversational AI solutions enables a chatbot to handle a conversation gracefully when it is unable to make sense of the end-user query. Accurately tagging a query as out-of-domain is particularly hard in…

Computation and Language · Computer Science 2023-01-18 Cheng Qian , Haode Qi , Gengyu Wang , Ladislav Kunc , Saloni Potdar

Vision-Language Navigation (VLN) aims to guide agents by leveraging language instructions and visual cues, playing a pivotal role in embodied AI. Indoor VLN has been extensively studied, whereas outdoor aerial VLN remains underexplored. The…

User Interface (UI) understanding has been an increasingly popular topic over the last few years. So far, there has been a vast focus solely on web and mobile applications. In this paper, we introduce the harder task of computer UI…

Computer Vision and Pattern Recognition · Computer Science 2024-08-29 Andrés Muñoz , Daniel Borrajo

Prompt-based interfaces for Large Language Models (LLMs) have made prototyping and building AI-powered applications easier than ever before. However, identifying potential harms that may arise from AI applications remains a challenge,…

Human-Computer Interaction · Computer Science 2024-07-03 Zijie J. Wang , Chinmay Kulkarni , Lauren Wilcox , Michael Terry , Michael Madaio

With the growing availability of urban data and the increasing complexity of societal challenges, visual analytics has become essential for deriving insights into pressing real-world problems. However, analyzing such data is inherently…

Human-Computer Interaction · Computer Science 2025-08-12 Gustavo Moreira , Leonardo Ferreira , Carolina Veiga , Maryam Hosseini , Fabio Miranda

Object detection and recognition is an important task in many computer vision applications. In this paper an Android application was developed using Eclipse IDE and OpenCV3 Library. This application is able to detect objects in an image…

Computer Vision and Pattern Recognition · Computer Science 2017-03-14 Lamiaa A. Elrefaei , Mona Omar Al-musawa , Norah Abdullah Al-gohany

Graphical user interface (GUI) has become integral to modern society, making it crucial to be understood for human-centric systems. However, unlike natural images or documents, GUIs comprise artificially designed graphical elements arranged…

Computer Vision and Pattern Recognition · Computer Science 2025-03-19 Ziwei Wang , Weizhi Chen , Leyang Yang , Sheng Zhou , Shengchu Zhao , Hanbei Zhan , Jiongchao Jin , Liangcheng Li , Zirui Shao , Jiajun Bu

Existing evaluations of tool learning primarily focus on validating the alignment of selected tools for large language models (LLMs) with expected outcomes. However, these approaches rely on a limited set of scenarios where answers can be…

Computation and Language · Computer Science 2024-12-06 Junjie Ye , Guanyu Li , Songyang Gao , Caishuang Huang , Yilong Wu , Sixian Li , Xiaoran Fan , Shihan Dou , Tao Ji , Qi Zhang , Tao Gui , Xuanjing Huang

Computer-using agents (CUAs) must plan task workflows across diverse and evolving applications, yet progress is limited by the lack of large-scale, high-quality training data. Existing datasets are narrow, static, and costly to annotate,…

Artificial Intelligence · Computer Science 2026-03-17 Chan Hee Song , Yiwen Song , Palash Goyal , Yu Su , Oriana Riva , Hamid Palangi , Tomas Pfister

GUI automation faces critical challenges in dynamic environments. MLLMs suffer from two key issues: misinterpreting UI components and outdated knowledge. Traditional fine-tuning methods are costly for app-specific knowledge updates. We…

Artificial Intelligence · Computer Science 2025-05-23 Bin Xie , Rui Shao , Gongwei Chen , Kaiwen Zhou , Yinchuan Li , Jie Liu , Min Zhang , Liqiang Nie

Due to the recent increase in the number of connected devices, the need to promptly detect security issues is emerging. Moreover, the high number of communication flows creates the necessity of processing huge amounts of data. Furthermore,…

Computer Vision and Pattern Recognition · Computer Science 2025-12-09 Michael Neri , Sara Baldoni

The proliferation of Large Language Model (LLM)-based Graphical User Interface (GUI) agents in web browsing scenarios present complex unintended consequences (UCs). This paper characterizes three UCs from three perspectives: phenomena,…

Human-Computer Interaction · Computer Science 2025-05-19 Shuning Zhang , Jingruo Chen , Zhiqi Gao , Jiajing Gao , Xin Yi , Hewu Li
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