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Graphical User Interface (GUI) agents have the potential to assist users in interacting with complex software (e.g., PowerPoint, Photoshop). While prior research has primarily focused on automating user actions through clicks and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Saelyne Yang , Jaesang Yu , Yi-Hao Peng , Kevin Qinghong Lin , Jae Won Cho , Yale Song , Juho Kim

Computer-use agents (CUAs) automate on-screen work, as illustrated by GPT-5.4 and Claude. Yet their reliability on complex, low-frequency interactions is still poor, limiting user trust. Our analysis of failure cases from advanced models…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Miaosen Zhang , Xiaohan Zhao , Zhihong Tan , Zhou Huoshen , Yijia Fan , Yifan Yang , Kai Qiu , Bei Liu , Justin Wagle , Chenzhong Yin , Mingxi Cheng , Ji Li , Qi Dai , Chong Luo , Xu Yang , Xin Geng , Baining Guo

The widespread diffusion of connected smart devices has contributed to the rapid expansion and evolution of the Internet at its edge. Personal mobile devices interact with other smart objects in their surroundings, adapting behavior based…

Machine Learning · Computer Science 2023-06-29 Mattia Giovanni Campana , Franca Delmastro

Data plays a vital role in machine learning studies. In the research of recommendation, both user behaviors and side information are helpful to model users. So, large-scale real scenario datasets with abundant user behaviors will contribute…

Information Retrieval · Computer Science 2021-06-14 Bin Hao , Min Zhang , Weizhi Ma , Shaoyun Shi , Xinxing Yu , Houzhi Shan , Yiqun Liu , Shaoping Ma

Recent advances in visual analytics have enabled us to learn from user interactions and uncover analytic goals. These innovations set the foundation for actively guiding users during data exploration. Providing such guidance will become…

Human-Computer Interaction · Computer Science 2022-07-19 Shayan Monadjemi , Sunwoo Ha , Quan Nguyen , Henry Chai , Roman Garnett , Alvitta Ottley

Behavior-related research areas such as motion prediction/planning, representation/imitation learning, behavior modeling/generation, and algorithm testing, require support from high-quality motion datasets containing interactive driving…

The analysis of the ubiquitous human-human interactions is pivotal for understanding humans as social beings. Existing human-human interaction datasets typically suffer from inaccurate body motions, lack of hand gestures and fine-grained…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Liang Xu , Xintao Lv , Yichao Yan , Xin Jin , Shuwen Wu , Congsheng Xu , Yifan Liu , Yizhou Zhou , Fengyun Rao , Xingdong Sheng , Yunhui Liu , Wenjun Zeng , Xiaokang Yang

Utilization of the Internet in our everyday lives has made us vulnerable in terms of privacy and security of our data and systems. Therefore, there is a pressing need to protect our data and systems by improving authentication mechanisms,…

Cryptography and Security · Computer Science 2024-05-03 Simon Khan , Charles Devlen , Michael Manno , Daqing Hou

Carousel interfaces are widely used in e-commerce and streaming services, but little research has been devoted to them. Previous studies of interfaces for presenting search and recommendation results have focused on single ranked lists, but…

Behavioral biometrics are key components in the landscape of research in continuous and active user authentication. However, there is a lack of large datasets with multiple activities, such as typing, gait and swipe performed by the same…

Human-Computer Interaction · Computer Science 2019-12-20 Amith K. Belman , Li Wang , S. S. Iyengar , Pawel Sniatala , Robert Wright , Robert Dora , Jacob Baldwin , Zhanpeng Jin , Vir V. Phoha

This paper introduces UDIVA, a new non-acted dataset of face-to-face dyadic interactions, where interlocutors perform competitive and collaborative tasks with different behavior elicitation and cognitive workload. The dataset consists of…

Social infrastructure and other built environments are increasingly expected to support well-being and community resilience by enabling social interaction. Yet in civil and built-environment research, there is no consistent and…

Computer Vision and Pattern Recognition · Computer Science 2026-02-13 Cheyu Lin , Katherine A. Flanigan , Sirajum Munir

We contribute a comprehensive dataset to study user attention and purchasing behavior on Search Engine Result Pages (SERPs). Previous work has relied on mouse movements as a low-cost large-scale behavioral proxy but also has relied on…

Human-Computer Interaction · Computer Science 2025-07-14 Kayhan Latifzadeh , Jacek Gwizdka , Luis A. Leiva

Recent advances in multimodal large language models have driven growing interest in graphical user interface (GUI) agents, yet their generalization remains constrained by the scarcity of large-scale training data spanning diverse real-world…

Computation and Language · Computer Science 2026-05-15 Weimin Xiong , Shuhao Gu , Bowen Ye , Zihao Yue , Lei Li , Feifan Song , Sujian Li , Hao Tian

Visual attention is highly fragmented during mobile interactions, but the erratic nature of attention shifts currently limits attentive user interfaces to adapting after the fact, i.e. after shifts have already happened. We instead study…

Human-Computer Interaction · Computer Science 2018-07-26 Julian Steil , Philipp Müller , Yusuke Sugano , Andreas Bulling

We address the problem of accurate capture of interactive behaviors between two people in daily scenarios. Most previous works either only consider one person or solely focus on conversational gestures of two people, assuming the body…

Computer Vision and Pattern Recognition · Computer Science 2025-09-09 Leo Ho , Yinghao Huang , Dafei Qin , Mingyi Shi , Wangpok Tse , Wei Liu , Junichi Yamagishi , Taku Komura

Autonomous Graphical User Interface (GUI) navigation agents can enhance user experience in communication, entertainment, and productivity by streamlining workflows and reducing manual intervention. However, prior GUI agents often trained…

Computer Vision and Pattern Recognition · Computer Science 2025-08-04 Quanfeng Lu , Wenqi Shao , Zitao Liu , Lingxiao Du , Fanqing Meng , Boxuan Li , Botong Chen , Siyuan Huang , Kaipeng Zhang , Ping Luo

In this paper, we introduce GUIDE, a novel dataset tailored for the advancement of Multimodal Large Language Model (MLLM) applications, particularly focusing on Robotic Process Automation (RPA) use cases. Our dataset encompasses diverse…

Human-Computer Interaction · Computer Science 2024-10-29 Rajat Chawla , Adarsh Jha , Muskaan Kumar , Mukunda NS , Ishaan Bhola

AI-powered scientific research tools are rapidly being integrated into research workflows, yet the field lacks a clear lens into how researchers use these systems in real-world settings. We present and analyze the Asta Interaction Dataset,…

This paper presents VDAct, a dataset for a Video-grounded Dialogue on Event-driven Activities, alongside VDEval, a session-based context evaluation metric specially designed for the task. Unlike existing datasets, VDAct includes longer and…

Computer Vision and Pattern Recognition · Computer Science 2025-01-31 Wiradee Imrattanatrai , Masaki Asada , Kimihiro Hasegawa , Zhi-Qi Cheng , Ken Fukuda , Teruko Mitamura
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