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Graphical User Interface (GUI) agents show amazing abilities in assisting human-computer interaction, automating human user's navigation on digital devices. An ideal GUI agent is expected to achieve high accuracy, low latency, and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Zhiyuan Huang , Ziming Cheng , Junting Pan , Zhaohui Hou , Mingjie Zhan

Intent detection is a key component of modern goal-oriented dialog systems that accomplish a user task by predicting the intent of users' text input. There are three primary challenges in designing robust and accurate intent detection…

Computation and Language · Computer Science 2021-06-04 Haode Qi , Lin Pan , Atin Sood , Abhishek Shah , Ladislav Kunc , Mo Yu , Saloni Potdar

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

Building Graphical User Interface (GUI) assistants holds significant promise for enhancing human workflow productivity. While most agents are language-based, relying on closed-source API with text-rich meta-information (e.g., HTML or…

Computer Vision and Pattern Recognition · Computer Science 2024-11-27 Kevin Qinghong Lin , Linjie Li , Difei Gao , Zhengyuan Yang , Shiwei Wu , Zechen Bai , Weixian Lei , Lijuan Wang , Mike Zheng Shou

Technological advances continue to redefine the dynamics of human-machine interactions, particularly in task execution. This proposal responds to the advancements in Generative AI by outlining a research plan that probes intent-AI…

Human-Computer Interaction · Computer Science 2024-05-03 Zijian Ding

Evaluation of intelligent assistants in large-scale and online settings remains an open challenge. User behavior-based online evaluation metrics have demonstrated great effectiveness for monitoring large-scale web search and recommender…

Computation and Language · Computer Science 2021-06-02 Rui Meng , Zhen Yue , Alyssa Glass

We present Agent S, an open agentic framework that enables autonomous interaction with computers through a Graphical User Interface (GUI), aimed at transforming human-computer interaction by automating complex, multi-step tasks. Agent S…

Artificial Intelligence · Computer Science 2024-10-11 Saaket Agashe , Jiuzhou Han , Shuyu Gan , Jiachen Yang , Ang Li , Xin Eric Wang

With the widespread adoption of Graphical User Interface (GUI) agents for automating GUI interaction tasks, substantial research focused on improving GUI perception to ground task instructions into concrete action steps. However, the step…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Xuan Wang , Siyuan Su , Quantong Fu , Yongxiang Hu , Yangfan Zhou

LLM-driven GUI agents are increasingly used in production systems to automate workflows and simulate users for evaluation and optimization. Yet most GUI-agent evaluations emphasize task success and provide limited evidence on whether agents…

Information Retrieval · Computer Science 2026-04-10 Maria Movin , Claudia Hauff , Aron Henriksson , Panagiotis Papapetrou

Identifying underlying user goals and intents has been recognized as valuable in various personalization-oriented settings, such as personalized agents, improved search responses, advertising, user analytics, and more. In this paper, we…

Computation and Language · Computer Science 2025-03-04 Omri Berkovitch , Sapir Caduri , Noam Kahlon , Anatoly Efros , Avi Caciularu , Ido Dagan

Despite the rapid progress of multimodal large language models in building Graphical User Interface (GUI) agents, their real-world task completion is fundamentally bottlenecked by a lack of world knowledge about GUI operations. Existing…

Computation and Language · Computer Science 2026-05-28 Zheng Wu , Chengcheng Han , Zhengxi Lu , Tianjie Ju , Yanyu Chen , Qi Gu , Xunliang Cai , Zhuosheng Zhang

Interior design often struggles to capture the subtleties of client experience, leaving gaps between what clients feel and what designers can act upon. We present AIDED, a designer-AI co-design workflow that integrates multimodal client…

Human-Computer Interaction · Computer Science 2026-02-11 Yang Chen Lin , Chen-Ying Chen , Kai-Hsin Hou , Hung-Yu Chen , Po-Chih Kuo

While current Computer Use Agent (CUA) benchmarks measure task completion effectively, they provide limited assessment of enterprise deployment readiness, emphasizing functional correctness over the operational reliability required for…

Software Engineering · Computer Science 2025-11-24 Horia Cristescu , Charles Park , Trong Canh Nguyen , Sergiu Talmacel , Alexandru-Gabriel Ilie , Stefan Adam

Interaction data is widely used in multiple domains such as cognitive science, visualization, human computer interaction, and cybersecurity, among others. Applications range from cognitive analyses over user/behavior modeling, adaptation,…

Graphical User Interface (GUI) agents offer cross-platform solutions for automating complex digital tasks, with significant potential to transform productivity workflows. However, their performance is often constrained by the scarcity of…

Artificial Intelligence · Computer Science 2025-04-16 Junlei Zhang , Zichen Ding , Chang Ma , Zijie Chen , Qiushi Sun , Zhenzhong Lan , Junxian He

Building autonomous agents that perceive and operate graphical user interfaces (GUIs) like humans has long been a vision in the field of artificial intelligence. Central to these agents is the capability for GUI interaction, which involves…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Hongxin Li , Jingran Su , Jingfan Chen , Zheng Ju , Yuntao Chen , Qing Li , Zhaoxiang Zhang

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

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

While generative AI enables high-fidelity UI generation from text prompts, users struggle to articulate design intent and evaluate or refine results-creating gulfs of execution and evaluation. To understand the information needed for UI…

Human-Computer Interaction · Computer Science 2026-02-10 Seokhyeon Park , Soohyun Lee , Eugene Choi , Hyunwoo Kim , Minkyu Kweon , Yumin Song , Jinwook Seo

Current benchmarks for graphical user interface (GUI) agents predominantly rely on static screenshots. However, real-world smartphone interaction routinely requires agents to process transient audio cues and temporal video dynamics that are…

Human-Computer Interaction · Computer Science 2026-05-20 Felix Henry , Xiaochen Lin , Jiangyou Zhu , Yangfan , Bingqian Zhang , Min Chen , Shiyu Huang