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Designing and evaluating personalized and proactive assistant agents remains challenging due to the time, cost, and ethical concerns associated with human-in-the-loop experimentation. Existing Human-Computer Interaction (HCI) methods often…

Human-Computer Interaction · Computer Science 2025-11-25 Ziyi Xuan , Yiwen Wu , Xuhai Xu , Vinod Namboodiri , Mooi Choo Chuah , Yu Yang

With the rapid development of Large Vision Language Models, the focus of Graphical User Interface (GUI) agent tasks shifts from single-screen tasks to complex screen navigation challenges. However, real-world GUI environments, such as PC…

Computer Vision and Pattern Recognition · Computer Science 2025-12-03 Haolong Yan , Yeqing Shen , Xin Huang , Jia Wang , Kaijun Tan , Zhixuan Liang , Hongxin Li , Zheng Ge , Osamu Yoshie , Si Li , Xiangyu Zhang , Daxin Jiang

Adaptive user interfaces (UIs) automatically change an interface to better support users' tasks. Recently, machine learning techniques have enabled the transition to more powerful and complex adaptive UIs. However, a core challenge for…

Human-Computer Interaction · Computer Science 2023-10-30 Thomas Langerak , Sammy Christen , Mert Albaba , Christoph Gebhardt , Otmar Hilliges

Generative AI systems are transforming content creation, but their usability remains a key challenge. This paper examines usability factors such as user experience, transparency, control, and cognitive load. Common challenges include…

Human-Computer Interaction · Computer Science 2025-02-26 Anna Ravera , Cristina Gena

The diversification of information access systems, from RAG to autonomous agents, creates a critical need for comparative user studies. However, the technical overhead to deploy and manage these distinct systems is a major barrier. We…

Human-Computer Interaction · Computer Science 2026-01-16 Saber Zerhoudi , Michael Granitzer

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

Generative AI is being leveraged to solve a variety of computer-use tasks involving desktop applications. State-of-the-art systems have focused solely on improving accuracy on leading benchmarks. However, these systems are practically…

Artificial Intelligence · Computer Science 2026-05-19 Reyna Abhyankar , Qi Qi , Yiying Zhang

User Experience (UX) Research covers various methods for gathering the users' subjective impressions of a product. For this, practitioners face different activities and tasks related to the research process. This includes processing a large…

Human-Computer Interaction · Computer Science 2025-06-05 Stefan Graser , Anastasia Snimshchikova , Martin Schrepp , Stephan Böhm

Explainable Artificial Intelligence (XAI) plays a critical role in fostering user trust and understanding in AI-driven systems. However, the design of effective XAI interfaces presents significant challenges, particularly for UX…

Human-Computer Interaction · Computer Science 2025-06-23 Mohammad Naiseh , Huseyin Dogan , Stephen Giff , Nan Jiang

Verifying the success of computer use agent (CUA) trajectories is a critical challenge: without reliable verification, neither evaluation nor training signal can be trusted. In this paper, we present lessons learned from building a…

Cryptography and Security · Computer Science 2026-04-09 Corby Rosset , Pratyusha Sharma , Andrew Zhao , Miguel Gonzalez-Fernandez , Ahmed Awadallah

LLM-powered computer-use agents (CUAs) are shifting users from direct manipulation to supervisory coordination. Existing oversight mechanisms, however, have largely been studied as isolated interface features, making broader oversight…

Computer Use Agents (CUAs) operate interfaces by pointing, clicking, and typing -- mirroring interactions of sighted users (SUs) who can thus monitor CUAs and share control. CUAs do not reflect interactions by blind and low-vision users…

Human-Computer Interaction · Computer Science 2026-02-11 Ananya Gubbi Mohanbabu , Rosiana Natalie , Brandon Kim , Anhong Guo , Amy Pavel

Current discourse on Artificial Intelligence (AI) ethics, dominated by "trustworthy" and "responsible" AI, overlooks a more fundamental human-computer interaction (HCI) crisis: the erosion of human agency. This paper argues that the primary…

Human-Computer Interaction · Computer Science 2026-04-15 Georges Hattab

Recent advancements in Graphical User Interface (GUI) agents have predominantly focused on training paradigms like supervised fine-tuning (SFT) and reinforcement learning (RL). However, the challenge of high-dynamic GUI environments remains…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Enqi Liu , Liyuan Pan , Zhi Gao , Yan Yang , Chenrui Shi , Yang Liu , Jingrong Wu , Qing Li

Recent advancements in vision-language models have increased interest in Device-Control Agents (DC agents) for managing graphical user interfaces (GUIs). With the growing complexity and integration of such agents into various applications,…

Artificial Intelligence · Computer Science 2025-09-29 Shaoqing Zhang , Kehai Chen , Zhuosheng Zhang , Rumei Li , Rongxiang Weng , Yang Xiang , Min Zhang

This paper discusses Tangible User Interfaces (TUIs) and their potential impact on cognitive assessment and cognitive training. We believe that TUIs, and particularly a subset that we dub spatial TUIs, can extend human computer interaction…

Human-Computer Interaction · Computer Science 2025-07-03 Ehud Sharlin , Yuichi Itoh , Benjamin Watson , Yoshifumi Kitamura , Steve Sutphen , Lili Liu , Fumio Kishino

Machine learning models have been trained to predict semantic information about user interfaces (UIs) to make apps more accessible, easier to test, and to automate. Currently, most models rely on datasets that are collected and labeled by…

Human-Computer Interaction · Computer Science 2023-08-21 Jason Wu , Rebecca Krosnick , Eldon Schoop , Amanda Swearngin , Jeffrey P. Bigham , Jeffrey Nichols

Recent progress in GUI agents has substantially improved visual grounding, yet robust planning remains challenging, particularly when the environment deviates from a canonical initial state. In real applications, users often invoke…

Artificial Intelligence · Computer Science 2026-05-26 Henry Hengyuan Zhao , Kaiming Yang , Wendi Yu , Difei Gao , Mike Zheng Shou

Despite years of research on testing the usability of mobile applications, our understanding of the issues their users experience still remains fragmented and underexplored. While most earlier studies has provided interesting insights, they…

Human-Computer Interaction · Computer Science 2025-12-08 Pawel Weichbroth

Autonomous agents must know how to explore user interfaces (UIs) for reliable task solving, yet systematic evaluation of this crucial phase is lacking. We introduce UIExplore-Bench, the first benchmark explicitly dedicated to UI…

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