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Automated Graphical User Interface (GUI) testing plays a crucial role in ensuring app quality, especially as mobile applications have become an integral part of our daily lives. Despite the growing popularity of learning-based techniques in…

Software Engineering · Computer Science 2023-10-25 Zhe Liu , Chunyang Chen , Junjie Wang , Mengzhuo Chen , Boyu Wu , Xing Che , Dandan Wang , Qing Wang

We introduce the concept of "Design Agents" for engineering applications, particularly focusing on the automotive design process, while emphasizing that our approach can be readily extended to other engineering and design domains. Our…

Artificial Intelligence · Computer Science 2025-12-04 Mohamed Elrefaie , Janet Qian , Raina Wu , Qian Chen , Angela Dai , Faez Ahmed

The utilisation of foundation models as smartphone assistants, termed app agents, is a critical research challenge. These agents aim to execute human instructions on smartphones by interpreting textual instructions and performing actions…

Artificial Intelligence · Computer Science 2025-02-11 Georgios Papoudakis , Thomas Coste , Zhihao Wu , Jianye Hao , Jun Wang , Kun Shao

Graphical User Interface (GUI) agent is pivotal to advancing intelligent human-computer interaction paradigms. Constructing powerful GUI agents necessitates the large-scale annotation of high-quality user-behavior trajectory data (i.e.,…

Artificial Intelligence · Computer Science 2026-02-06 Rui Lv , Juncheng Mo , Tianyi Chu , Chen Rao , Hongyi Jing , Jiajie Teng , Jiafu Chen , Shiqi Zhang , Liangzi Ding , Shuo Fang , Huaizhong Lin , Ziqiang Dang , Chenguang Ma , Lei Zhao

We present Seed1.8, a foundation model aimed at generalized real-world agency: going beyond single-turn prediction to multi-turn interaction, tool use, and multi-step execution. Seed1.8 keeps strong LLM and vision-language performance while…

Artificial Intelligence · Computer Science 2026-04-20 Bytedance Seed

Mobile Graphical User Interface (GUI) agents powered by multimodal large language models have demonstrated promising capabilities in automating complex smartphone tasks. However, existing approaches face two critical limitations: the…

Computer Vision and Pattern Recognition · Computer Science 2026-04-01 Yiping Xie , Song Chen , Jingxuan Xing , Wei Jiang , Zekun Zhu , Yingyao Wang , Pi Bu , Jun Song , Yuning Jiang , Bo Zheng

Existing GUI agent models relying on coordinate-based one-step visual grounding struggle with generalizing to varying input resolutions and aspect ratios. Alternatives introduce coordinate-free strategies yet suffer from learning under…

Machine Learning · Computer Science 2026-02-04 Xiaoce Wang , Guibin Zhang , Junzhe Li , Jinzhe Tu , Chun Li , Ming Li

Building AI systems for GUI automation task has attracted remarkable research efforts, where MLLMs are leveraged for processing user requirements and give operations. However, GUI automation includes a wide range of tasks, from document…

Multiagent Systems · Computer Science 2025-12-11 Zishu Wei , Qixiang Ma , Xavier Hu , Yuhang Liu , Hui Zang , Yudong Zhao , Tao Wang , Shengyu Zhang , Fei Wu

Recent advances in artificial intelligence have been driven by the presence of increasingly realistic and complex simulated environments. However, many of the existing environments provide either unrealistic visuals, inaccurate physics, low…

This paper presents our ongoing work toward developing an enterprise-ready Computer Using Generalist Agent (CUGA) system. Our research highlights the evolutionary nature of building agentic systems suitable for enterprise environments. By…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-10 Sami Marreed , Alon Oved , Avi Yaeli , Segev Shlomov , Ido Levy , Offer Akrabi , Aviad Sela , Asaf Adi , Nir Mashkif

Foundation models, such as large language models (LLMs), have been widely recognised as transformative AI technologies due to their capabilities to understand and generate content, including plans with reasoning capabilities. Foundation…

Artificial Intelligence · Computer Science 2024-04-04 Qinghua Lu , Liming Zhu , Xiwei Xu , Zhenchang Xing , Stefan Harrer , Jon Whittle

While GUI agents have shown impressive capabilities in common computer-use tasks such as OSWorld, current benchmarks mainly focus on isolated and single-application tasks. This overlooks a critical real-world requirement of coordinating…

Artificial Intelligence · Computer Science 2026-05-01 Jinchao Li , Yunxin Li , Chenrui Zhao , Zhenran Xu , Baotian Hu , Min Zhang

Usability testing is a fundamental yet challenging (e.g., inflexible to iterate the study design flaws and hard to recruit study participants) research method for user experience (UX) researchers to evaluate a web design. Recent advances in…

Human-Computer Interaction · Computer Science 2025-04-08 Yuxuan Lu , Bingsheng Yao , Hansu Gu , Jing Huang , Jessie Wang , Yang Li , Jiri Gesi , Qi He , Toby Jia-Jun Li , Dakuo Wang

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

Digital agents require diverse, large-scale UI trajectories to generalize across real-world tasks, yet collecting such data is prohibitively expensive in both human annotation, infra and engineering perspectives. To this end, we introduce…

Computation and Language · Computer Science 2025-10-17 Yiming Wang , Da Yin , Yuedong Cui , Ruichen Zheng , Zhiqian Li , Zongyu Lin , Di Wu , Xueqing Wu , Chenchen Ye , Yu Zhou , Kai-Wei Chang

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

The rapid progress of navigation, manipulation, and vision models has made mobile manipulators capable in many specialized tasks. However, the open-world mobile manipulation (OWMM) task remains a challenge due to the need for generalization…

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 drive applications through their visual interfaces instead of programmatic APIs, interacting with arbitrary software via taps, swipes, and keystrokes, reaching a long tail of applications that CLI-based agents cannot. Yet…

Machine Learning · Computer Science 2026-04-14 Fei Tang , Zhiqiong Lu , Boxuan Zhang , Weiming Lu , Jun Xiao , Yueting Zhuang , Yongliang Shen

Agentic UAVs represent a new frontier in autonomous aerial intelligence, integrating perception, decision-making, memory, and collaborative planning to operate adaptively in complex, real-world environments. Driven by recent advances in…

Robotics · Computer Science 2025-06-11 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee
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