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Mobile graphical user interface (GUI) agents enable AI models to autonomously operate smartphones on behalf of users. However, most existing systems focus primarily on optimizing task accuracy and rely on cloud-hosted models for inference,…

Artificial Intelligence · Computer Science 2026-05-27 Runxi Huang , Liyu Zhang , Shengzhong Liu , Xiaomin Ouyang

Existing Graphical User Interface (GUI) agents operate through step-by-step calls to vision language models--taking a screenshot, reasoning about the next action, executing it, then repeating on the new page--resulting in high costs and…

Artificial Intelligence · Computer Science 2026-02-25 Hongbin Zhong , Fazle Faisal , Luis França , Tanakorn Leesatapornwongsa , Adriana Szekeres , Kexin Rong , Suman Nath

We develop an approach for text-to-image generation that embraces additional retrieval images, driven by a combination of implicit visual guidance loss and generative objectives. Unlike most existing text-to-image generation methods which…

Computer Vision and Pattern Recognition · Computer Science 2022-08-19 Xin Yuan , Zhe Lin , Jason Kuen , Jianming Zhang , John Collomosse

Large Language Models (LLMs) and code agents in software development are rapidly evolving from generating isolated code snippets to producing full-fledged software applications with graphical interfaces, interactive logic, and dynamic…

Web agents require massive trajectories to generalize, yet real-world training is constrained by network latency, rate limits, and safety risks. We introduce \textbf{WebWorld} series, the first open-web simulator trained at scale. While…

Artificial Intelligence · Computer Science 2026-02-17 Zikai Xiao , Jianhong Tu , Chuhang Zou , Yuxin Zuo , Zhi Li , Peng Wang , Bowen Yu , Fei Huang , Junyang Lin , Zuozhu Liu

We present AutoGLM, a new series in the ChatGLM family, designed to serve as foundation agents for autonomous control of digital devices through Graphical User Interfaces (GUIs). While foundation models excel at acquiring human knowledge,…

Mobile applications have become an essential part of our daily lives, making ensuring their quality an important activity. Graphical User Interface (GUI) testing is a quality assurance method that has frequently been used for mobile apps.…

Software Engineering · Computer Science 2025-09-11 Chenhui Cui , Tao Li , Junjie Wang , Chunyang Chen , Dave Towey , Rubing Huang

The recent progress of large language model agents has opened new possibilities for automating tasks through graphical user interfaces (GUIs), especially in mobile environments where intelligent interaction can greatly enhance usability.…

A common need for mobile application development by end-users or in computing education is to transform a sketch of a user interface into wireframe code using App Inventor, a popular block-based programming environment. As this task is…

Human-Computer Interaction · Computer Science 2021-03-11 Daniel Baulé , Christiane Gresse von Wangenheim , Aldo von Wangenheim , Jean C. R. Hauck , Edson C. Vargas Júnior

Reasoning capabilities have significantly improved the performance of vision-language models (VLMs) in domains such as mathematical problem-solving, coding, and visual question-answering. However, their impact on real-world applications…

Artificial Intelligence · Computer Science 2025-03-24 Li Zhang , Longxi Gao , Mengwei Xu

Generative world models hold significant potential for simulating interactions with visuomotor policies in varied environments. Frontier video models can enable generation of realistic observations and environment interactions in a scalable…

GUI grounding, which maps natural-language instructions to actionable UI elements, is a core capability of GUI agents. Prior works largely treats instructions as a static proxy for user intent, overlooking the impact of instruction…

Computer Vision and Pattern Recognition · Computer Science 2025-10-24 Liangyu Chen , Hanzhang Zhou , Chenglin Cai , Jianan Zhang , Panrong Tong , Quyu Kong , Xu Zhang , Chen Liu , Yuqi Liu , Wenxuan Wang , Yue Wang , Qin Jin , Steven Hoi

Chart-to-code generation demands strict visual precision and syntactic correctness from Vision-Language Models (VLMs). However, existing approaches are fundamentally constrained by data-centric limitations: despite the availability of…

Computer Vision and Pattern Recognition · Computer Science 2026-04-27 Xiangxi Zheng , Kuang He , Jiayi Hu , Ping Yu , Rui Yan , Yuan Yao , Peng Hou , Anxiang Zeng , Alex Jinpeng Wang

Although existing unified models achieve strong performance in vision-language understanding and text-to-image generation, they remain limited in addressing image perception and manipulation -- capabilities increasingly demanded in…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Bin Lin , Zongjian Li , Xinhua Cheng , Yuwei Niu , Yang Ye , Xianyi He , Shenghai Yuan , Wangbo Yu , Shaodong Wang , Yunyang Ge , Yatian Pang , Li Yuan

Planning with world models offers a powerful paradigm for robotic control. Conventional approaches train a model to predict future frames conditioned on current frames and actions, which can then be used for planning. However, the objective…

Machine Learning · Computer Science 2025-10-23 Jacob Berg , Chuning Zhu , Yanda Bao , Ishan Durugkar , Abhishek Gupta

Multi-window mobile scenarios, such as split-screen and foldable modes, make GUI display defects more likely by forcing applications to adapt to changing window sizes and dynamic layout reflow. Existing detection techniques are limited in…

Software Engineering · Computer Science 2026-04-22 Xinyao Zhang , Rui Wang , Jinhao Cui , Haotian Huang , Wei Xue , Wenhua Hu , Jianwen Xiang , Rui Hao

Recent video generation models have revealed the emergence of Chain-of-Frame (CoF) reasoning, enabling frame-by-frame visual inference. With this capability, video models have been successfully applied to various visual tasks (e.g., maze…

Computer Vision and Pattern Recognition · Computer Science 2026-01-16 Chengzhuo Tong , Mingkun Chang , Shenglong Zhang , Yuran Wang , Cheng Liang , Zhizheng Zhao , Ruichuan An , Bohan Zeng , Yang Shi , Yifan Dai , Ziming Zhao , Guanbin Li , Pengfei Wan , Yuanxing Zhang , Wentao Zhang

Existing automated techniques for software documentation typically attempt to reason between two main sources of information: code and natural language. However, this reasoning process is often complicated by the lexical gap between more…

Generative AI is envisioned to have a crucial impact on next generation mobile networking, making the sixth generation (6G) system considerably more autonomous, flexible, and adaptive than its predecessors. By leveraging their natural…

Systems and Control · Electrical Eng. & Systems 2026-04-07 Xiaowen Ma , Onur Ayan , Yunpu Ma , Xueli An

Reliable autonomous driving relies on large-scale, well-labeled data and robust models. However, manual data collection is resource-intensive, and traditional simulation suffers from a persistent reality gap. While recent generative…

Computer Vision and Pattern Recognition · Computer Science 2026-05-14 Kaicong Huang , Talha Azfar , Weisong Shi , Ruimin Ke
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