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Mobile GUI agents exhibit substantial potential to facilitate and automate the execution of user tasks on mobile phones. However, exist mobile GUI agents predominantly privilege autonomous operation and neglect the necessity of active user…

Artificial Intelligence · Computer Science 2025-10-10 Haitao Jia , Ming He , Zimo Yin , Likang Wu , Jianping Fan , Jitao Sang

Graphical User Interface (GUI) agents, powered by Large Foundation Models, have emerged as a transformative approach to automating human-computer interaction. These agents autonomously interact with digital systems or software applications…

World models have shown great utility in improving the task performance of embodied agents. While prior work largely focuses on pixel-space world models, these approaches face practical limitations in GUI settings, where predicting complex…

Artificial Intelligence · Computer Science 2025-12-17 Shufan Li , Konstantinos Kallidromitis , Akash Gokul , Yusuke Kato , Kazuki Kozuka , Aditya Grover

Proactive AR agents promise context-aware assistance, but their interactions often rely on explicit voice prompts or responses, which can be disruptive or socially awkward. We introduce Sensible Agent, a framework designed for unobtrusive…

Human-Computer Interaction · Computer Science 2025-11-03 Geonsun Lee , Min Xia , Nels Numan , Xun Qian , David Li , Yanhe Chen , Achin Kulshrestha , Ishan Chatterjee , Yinda Zhang , Dinesh Manocha , David Kim , Ruofei Du

The rise of autonomous GUI agents has triggered adversarial countermeasures from digital platforms, yet existing research prioritizes utility and robustness over the critical dimension of anti-detection. We argue that for agents to survive…

Artificial Intelligence · Computer Science 2026-04-14 Jiachen Zhu , Lingyu Yang , Rong Shan , Congmin Zheng , Zeyu Zheng , Weiwen Liu , Yong Yu , Weinan Zhang , Jianghao Lin

GUI agent aims to enable automated operations on Mobile/PC devices, which is an important task toward achieving artificial general intelligence. The rapid advancement of VLMs accelerates the development of GUI agents, owing to their…

Computer Vision and Pattern Recognition · Computer Science 2025-09-01 Zhixiong Zeng , Jing Huang , Liming Zheng , Wenkang Han , Yufeng Zhong , Lei Chen , Longrong Yang , Yingjie Chu , Yuzhi He , Lin Ma

Mobile GUI agents powered by large foundation models enable autonomous task execution, but frequent updates altering UI appearance and reorganizing workflows cause agents trained on historical data to fail. Despite surface changes,…

Artificial Intelligence · Computer Science 2026-02-03 Libo Sun , Jiwen Zhang , Siyuan Wang , Zhongyu Wei

Recent years have witnessed a rapid development of mobile GUI agents powered by large language models (LLMs), which can autonomously execute diverse device-control tasks based on natural language instructions. The increasing accuracy of…

Cryptography and Security · Computer Science 2026-04-15 Guohong Liu , Jialei Ye , Jiacheng Liu , Yuanchun Li , Wei Liu , Pengzhi Gao , Jian Luan , Yunxin Liu

The advancement of mobile GUI agents has opened new opportunities for automating tasks on mobile devices. Training these agents requires large-scale high-quality data, which is prohibitively expensive when relying on human labor. Given the…

Artificial Intelligence · Computer Science 2025-05-21 Wenhao Wang , Mengying Yuan , Zijie Yu , Guangyi Liu , Rui Ye , Tian Jin , Siheng Chen , Yanfeng Wang

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

Recently, Multimodal Large Language Models (MLLMs) have been used as agents to control keyboard and mouse inputs by directly perceiving the Graphical User Interface (GUI) and generating corresponding commands. However, current agents…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Dongping Chen , Yue Huang , Siyuan Wu , Jingyu Tang , Liuyi Chen , Yilin Bai , Zhigang He , Chenlong Wang , Huichi Zhou , Yiqiang Li , Tianshuo Zhou , Yue Yu , Chujie Gao , Qihui Zhang , Yi Gui , Zhen Li , Yao Wan , Pan Zhou , Jianfeng Gao , Lichao Sun

Current benchmarks for graphical user interface (GUI) agents predominantly rely on static screenshots. However, real-world smartphone interaction routinely requires agents to process transient audio cues and temporal video dynamics that are…

Human-Computer Interaction · Computer Science 2026-05-20 Felix Henry , Xiaochen Lin , Jiangyou Zhu , Yangfan , Bingqian Zhang , Min Chen , Shiyu Huang

Addressing the challenge of a digital assistant capable of executing a wide array of user tasks, our research focuses on the realm of instruction-based mobile device control. We leverage recent advancements in large language models (LLMs)…

Machine Learning · Computer Science 2024-04-16 Nicolai Dorka , Janusz Marecki , Ammar Anwar

Modern mobile applications rely on hidden interactions--gestures without visual cues like long presses and swipes--to provide functionality without cluttering interfaces. While experienced users may discover these interactions through prior…

Human-Computer Interaction · Computer Science 2026-01-28 Minkyu Kweon , Seokhyeon Park , Soohyun Lee , You Been Lee , Jeongmin Rhee , Jinwook Seo

Recent advances in Multimodal Large Language Models (MLLMs) have enabled the development of mobile agents that can understand visual inputs and follow user instructions, unlocking new possibilities for automating complex tasks on mobile…

Robotics · Computer Science 2025-07-24 Ning Li , Xiangmou Qu , Jiamu Zhou , Jun Wang , Muning Wen , Kounianhua Du , Xingyu Lou , Qiuying Peng , Jun Wang , Weinan Zhang

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 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…

Human-Computer Interaction · Computer Science 2025-04-21 Guangyi Liu , Pengxiang Zhao , Liang Liu , Zhiming Chen , Yuxiang Chai , Shuai Ren , Hao Wang , Shibo He , Wenchao Meng

The movement of a user's face, easily detected by a smartphone's front camera, is an underexploited input modality for mobile interactions. We introduce three sets of face-engaged interaction techniques for augmenting the traditional mobile…

Human-Computer Interaction · Computer Science 2016-10-04 Jian Zhao , Ricardo Jota , Daniel Wigdor , Ravin Balakrishnan

The Graphical User Interface (GUI) is pivotal for human interaction with the digital world, enabling efficient device control and the completion of complex tasks. Recent progress in Large Language Models (LLMs) and Vision Language Models…

Artificial Intelligence · Computer Science 2024-06-14 Danyang Zhang , Zhennan Shen , Rui Xie , Situo Zhang , Tianbao Xie , Zihan Zhao , Siyuan Chen , Lu Chen , Hongshen Xu , Ruisheng Cao , Kai Yu

Utilizing Graphic User Interface (GUI) for human-computer interaction is essential for accessing a wide range of digital tools. Recent advancements in Vision Language Models (VLMs) highlight the compelling potential to develop versatile…

Artificial Intelligence · Computer Science 2025-06-02 Wentong Chen , Junbo Cui , Jinyi Hu , Yujia Qin , Junjie Fang , Yue Zhao , Chongyi Wang , Jun Liu , Guirong Chen , Yupeng Huo , Yuan Yao , Yankai Lin , Zhiyuan Liu , Maosong Sun