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Mobile apps are indispensable for people's daily life, and automated GUI (Graphical User Interface) testing is widely used for app quality assurance. There is a growing interest in using learning-based techniques for automated GUI testing…

软件工程 · 计算机科学 2023-05-17 Zhe Liu , Chunyang Chen , Junjie Wang , Mengzhuo Chen , Boyu Wu , Xing Che , Dandan Wang , Qing Wang

AI agents capable of controlling user interfaces have the potential to transform human interaction with digital devices. To accelerate this transformation, two fundamental building blocks are essential: high-quality datasets that enable…

A central bottleneck for phone-use agents is that controllable, reproducible environments covering real mobile behavior are hard to build at scale. Existing mobile-agent benchmarks have made important progress on evaluation, but they do not…

MLLM-based GUI agents have demonstrated strong capabilities in complex user interface interaction tasks. However, long-horizon scenarios remain challenging, as these agents are burdened with tasks beyond their intrinsic capabilities,…

机器学习 · 计算机科学 2026-04-16 Zhengxi Lu , Fei Tang , Guangyi Liu , Kaitao Song , Xu Tan , Jin Ma , Wenqi Zhang , Weiming Lu , Jun Xiao , Yueting Zhuang , Yongliang Shen

Mobile GUI agents show promise in automating tasks but face generalization challenges in diverse real-world scenarios. Traditional approaches using pre-training or fine-tuning with massive datasets struggle with the diversity of mobile…

人机交互 · 计算机科学 2025-04-21 Guangyi Liu , Pengxiang Zhao , Liang Liu , Zhiming Chen , Yuxiang Chai , Shuai Ren , Hao Wang , Shibo He , Wenchao Meng

Voice Assistant (VA) in smartphones has become very popular with millions of users nowadays. A key trend is the rise of custom VA embedding, which enables users to perform the customized tasks of their favorite app through voice control.…

软件工程 · 计算机科学 2024-07-26 Garrett Weaver , Xue Qin

Many people use search engines to find online guidance to solve computer or mobile device problems. Users frequently encounter challenges in identifying effective solutions from search results, often wasting time trying ineffective…

信息检索 · 计算机科学 2024-07-10 Lei Ding , Jeshwanth Bheemanpally , Yi Zhang

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…

软件工程 · 计算机科学 2023-10-25 Zhe Liu , Chunyang Chen , Junjie Wang , Mengzhuo Chen , Boyu Wu , Xing Che , Dandan Wang , Qing Wang

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…

人工智能 · 计算机科学 2025-02-11 Georgios Papoudakis , Thomas Coste , Zhihao Wu , Jianye Hao , Jun Wang , Kun Shao

Mobile agents can autonomously complete user-assigned tasks through GUI interactions. However, existing mainstream evaluation benchmarks, such as AndroidWorld, operate by connecting to a system-level Android emulator and provide evaluation…

人工智能 · 计算机科学 2026-04-14 Yunfei Feng , Xi Zhao , Cheng Zhang , Dahu Feng , Daolin Cheng , Jianqi Yu , Yubin Xia , Erhu Feng

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…

人机交互 · 计算机科学 2026-03-17 Qinglong Yang , Haoming Li , Haotian Zhao , Xiaokai Yan , Jingtao Ding , Fengli Xu , Yong Li

Non-functional properties, such as runtime or memory use, are important to mobile app users and developers, as they affect user experience. Previous work on automated improvement of non-functional properties in mobile apps failed to address…

软件工程 · 计算机科学 2023-08-23 James Callan , Justyna Petke

The development of autonomous agents for graphical user interfaces (GUIs) presents major challenges in artificial intelligence. While recent advances in native agent models have shown promise by unifying perception, reasoning, action, and…

While GUI agents have shown strong performance under explicit and completion instructions, real-world deployment requires aligning with users' more complex implicit intents. In this work, we highlight Hierarchical Implicit Intent Alignment…

人工智能 · 计算机科学 2026-05-14 Yibo Lyu , Gongwei Chen , Rui Shao , Weili Guan , Liqiang Nie

Autonomous agents that navigate Graphical User Interfaces (GUIs) to automate tasks like document editing and file management can greatly enhance computer workflows. While existing research focuses on online settings, desktop environments,…

Context. Multiple automated techniques have been proposed and developed for mobile application GUI testing aiming to improve effectiveness, efficiency, and practicality. The effectiveness, efficiency, and practicality are 3 fundamental…

软件工程 · 计算机科学 2019-01-01 Yauhen Leanidavich Arnatovich , Lipo Wang

Graphical User Interface (GUI) automation holds significant promise for enhancing human productivity by assisting with computer tasks. Existing task formulations primarily focus on simple tasks that can be specified by a single,…

计算机视觉与模式识别 · 计算机科学 2024-06-17 Kevin Qinghong Lin , Linjie Li , Difei Gao , Qinchen WU , Mingyi Yan , Zhengyuan Yang , Lijuan Wang , Mike Zheng Shou

We present Sari Sandbox, a high-fidelity, photorealistic 3D retail store simulation for benchmarking embodied agents against human performance in shopping tasks. Addressing a gap in retail-specific sim environments for embodied agent…

With advances in generative AI, there is now potential for autonomous agents to manage daily tasks via natural language commands. However, current agents are primarily created and tested in simplified synthetic environments, leading to a…

With the advancement of multimodal large language models (MLLMs), building GUI agent systems has become an increasingly promising direction--especially for mobile platforms, given their rich app ecosystems and intuitive touch interactions.…

人工智能 · 计算机科学 2026-02-10 Yangqin Jiang , Chao Huang