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End-to-end GUI agents for real desktop environments require large amounts of high-quality interaction data, yet collecting human demonstrations is expensive and existing synthetic pipelines often suffer from limited task diversity or noisy,…

Artificial Intelligence · Computer Science 2026-04-14 Jinbiao Wei , Yilun Zhao , Kangqi Ni , Arman Cohan

GUI agents powered by LLMs show promise in interacting with diverse digital environments. Among these, video games offer a valuable testbed due to their varied interfaces, with adventure games posing additional challenges through complex,…

Artificial Intelligence · Computer Science 2025-10-16 Jaewoo Ahn , Junseo Kim , Heeseung Yun , Jaehyeon Son , Dongmin Park , Jaewoong Cho , Gunhee Kim

Dashboards are powerful visualization tools for data-driven decision-making, integrating multiple interactive views that allow users to explore, filter, and navigate data. Unlike static charts, dashboards support rich interactivity, which…

Graphical User Interface (GUI) agents show strong capabilities for automating web tasks, but existing interactive benchmarks primarily target benign, predictable consumer environments. Their effectiveness in high-stakes, investigative…

Artificial Intelligence · Computer Science 2026-04-16 Renqi Chen , Zeyin Tao , Jianming Guo , Jing Wang , Zezhou Xu , Jingzhe Zhu , Qingqing Sun , Tianyi Zhang , Shuai Chen

In the field of MLLM-based GUI agents, compared to smartphones, the PC scenario not only features a more complex interactive environment, but also involves more intricate intra- and inter-app workflows. To address these issues, we propose a…

Computer Vision and Pattern Recognition · Computer Science 2025-02-24 Haowei Liu , Xi Zhang , Haiyang Xu , Yuyang Wanyan , Junyang Wang , Ming Yan , Ji Zhang , Chunfeng Yuan , Changsheng Xu , Weiming Hu , Fei Huang

Conversational user interfaces (CUIs) have become an everyday technology for people the world over, as well as a booming area of research. Advances in voice synthesis and the emergence of chatbots powered by large language models (LLMs),…

Present-day graphical user interfaces (GUIs) exhibit diverse arrangements of text, graphics, and interactive elements such as buttons and menus, but representations of GUIs have not kept up. They do not encapsulate both semantic and…

Human-Computer Interaction · Computer Science 2024-04-23 Yue Jiang , Changkong Zhou , Vikas Garg , Antti Oulasvirta

Computer-using agents have shown strong potential to boost human productivity and enable new application forms across platforms. While recent advances have led to usable applications, existing benchmarks fail to account for the internal…

Smartphone GUI agents execute tasks by operating directly on app interfaces, offering a path to broad capability without deep system integration. However, real-world smartphone use is highly personalized: users adopt diverse workflows and…

Artificial Intelligence · Computer Science 2026-04-01 Hongyi Nie , Xunyuan Liu , Yudong Bai , Yaqing Wang , Yang Liu , Quanming Yao , Zhen Wang

Mobile GUI agents are becoming critical tools to improve user experience on smart devices, with multimodal large language models (MLLMs) emerging as the dominant paradigms in this domain. Current agents, however, rely on explicit human…

Human-Computer Interaction · Computer Science 2026-03-17 Qinglong Yang , Haoming Li , Haotian Zhao , Xiaokai Yan , Jingtao Ding , Fengli Xu , Yong Li

To achieve successful assistance with long-horizon web-based tasks, AI agents must be able to sequentially follow real-world user instructions over a long period. Unlike existing web-based agent benchmarks, sequential instruction following…

Artificial Intelligence · Computer Science 2025-12-02 Suyu Ye , Haojun Shi , Darren Shih , Hyokun Yun , Tanya Roosta , Tianmin Shu

Human Factors, Cognitive Engineering, and Human-Automation Interaction (HAI) form a trifecta, where users and technological systems of ever increasing autonomous control occupy a centre position. But with great autonomy comes great…

Human-Computer Interaction · Computer Science 2025-03-11 Gonçalo Hora de Carvalho

Computer-use agents (CUAs) have made tremendous progress in the past year, yet they still frequently produce misaligned actions that deviate from the user's original intent. Such misaligned actions may arise from external attacks (e.g.,…

Computation and Language · Computer Science 2026-02-10 Yuting Ning , Jaylen Jones , Zhehao Zhang , Chentao Ye , Weitong Ruan , Junyi Li , Rahul Gupta , Huan Sun

Graphical User Interface (GUI) agents show promising capabilities for automating computer-use tasks and facilitating accessibility, but existing interactive benchmarks are mostly English-only, covering web-use or Windows, Linux, and Android…

Artificial Intelligence · Computer Science 2025-10-21 Pei Yang , Hai Ci , Mike Zheng Shou

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

Mobile GUI agents powered by large language models have progressed rapidly, creating urgent needs for realistic and comprehensive evaluation. Existing benchmarks prioritize reproducibility but are often limited to open-source apps or…

Artificial Intelligence · Computer Science 2026-05-26 Guohong Liu , Jialei Ye , Pengzhi Gao , Wei Liu , Jian Luan , Yunxin Liu , Yuanchun Li

We introduce WebGames, a comprehensive benchmark suite designed to evaluate general-purpose web-browsing AI agents through a collection of 50+ interactive challenges. These challenges are specifically crafted to be straightforward for…

Machine Learning · Computer Science 2025-02-26 George Thomas , Alex J. Chan , Jikun Kang , Wenqi Wu , Filippos Christianos , Fraser Greenlee , Andy Toulis , Marvin Purtorab

GUI is a bridge connecting user and application. Existing GUI testing tasks can be categorized into two groups: functionality testing and compatibility testing. While the functionality testing focuses on detecting application runtime bugs,…

Software Engineering · Computer Science 2022-12-29 Jiaming Ye , Mulong Xie , Siyuan Chen , Fuyuan Zhang , Lei Ma , Zhenchang Xing , Jianjun Zhao

Significant focus has been placed on integrating large language models (LLMs) with various tools in developing general-purpose agents. This poses a challenge to LLMs' tool-use capabilities. However, there are evident gaps between existing…

Computation and Language · Computer Science 2024-11-25 Jize Wang , Zerun Ma , Yining Li , Songyang Zhang , Cailian Chen , Kai Chen , Xinyi Le

The limitation of graphical user interface (GUI) data has been a significant barrier to the development of GUI agents today, especially for the desktop / computer use scenarios. To address this, we propose an automated GUI data generation…

Computation and Language · Computer Science 2025-03-17 Yibin Xu , Liang Yang , Hao Chen , Hua Wang , Zhi Chen , Yaohua Tang
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