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Graphical User Interface (GUI) agents extend large language models from text generation to action execution in real-world digital environments. Unlike conversational systems, GUI agents perform irreversible operations such as submitting…

Machine Learning · Computer Science 2026-02-25 Yucheng Shi , Wenhao Yu , Jingyuan Huang , Wenlin Yao , Wenhu Chen , Ninghao Liu

Large Foundation Models (LFMs) have unlocked new possibilities in human-computer interaction, particularly with the rise of mobile Graphical User Interface (GUI) Agents capable of interacting with mobile GUIs. These agents allow users to…

Human-Computer Interaction · Computer Science 2025-09-12 Jungjae Lee , Dongjae Lee , Chihun Choi , Youngmin Im , Jaeyoung Wi , Kihong Heo , Sangeun Oh , Sunjae Lee , Insik Shin

Graphical user interface (GUI) agents have advanced rapidly but still struggle with complex tasks involving novel UI elements, long-horizon actions, and personalized trajectories. In this work, we introduce Instruction Agent, a GUI agent…

Artificial Intelligence · Computer Science 2025-09-10 Yinheng Li , Hailey Hultquist , Justin Wagle , Kazuhito Koishida

Automated GUI testing is widely used to help ensure the quality of mobile apps. However, many GUIs require appropriate text inputs to proceed to the next page which remains a prominent obstacle for testing coverage. Considering the…

Software Engineering · Computer Science 2022-12-12 Zhe Liu , Chunyang Chen , Junjie Wang , Xing Che , Yuekai Huang , Jun Hu , Qing Wang

The pervasiveness of mobile apps in everyday life necessitates robust testing strategies to ensure quality and efficiency, especially through end-to-end usage-based tests for mobile apps' user interfaces (UIs). However, manually creating…

Software Engineering · Computer Science 2025-04-22 Benyamin Beyzaei , Saghar Talebipour , Ghazal Rafiei , Nenad Medvidovic , Sam Malek

Automatic generators of GUI tests often fail to generate semantically relevant test cases, and thus miss important test scenarios. To address this issue, test adaptation techniques can be used to automatically generate semantically…

Software Engineering · Computer Science 2026-01-12 Leonardo Mariani , Mauro Pezzè , Valerio Terragni , Daniele Zuddas

With the increasing prevalence of fraudulent Android applications such as fake and malicious applications, it is crucial to detect them with high accuracy and adaptability. We present AgentDroid, a novel tool for Android fraudulent…

Software Engineering · Computer Science 2025-10-09 Ruwei Pan , Hongyu Zhang , Zhonghao Jiang , Ran Hou

The rapid evolution of wireless networks presents unprecedented challenges in managing complex and dynamic systems. Existing methods are increasingly facing fundamental limitations in addressing these challenges. In this paper, we introduce…

Signal Processing · Electrical Eng. & Systems 2025-05-05 Jingwen Tong , Wei Guo , Jiawei Shao , Qiong Wu , Zijian Li , Zehong Lin , Jun Zhang

Recent progress in GUI agents has substantially improved visual grounding, yet robust planning remains challenging, particularly when the environment deviates from a canonical initial state. In real applications, users often invoke…

Artificial Intelligence · Computer Science 2026-05-26 Henry Hengyuan Zhao , Kaiming Yang , Wendi Yu , Difei Gao , Mike Zheng Shou

Graphical User Interface (GUI) agents have the potential to assist users in interacting with complex software (e.g., PowerPoint, Photoshop). While prior research has primarily focused on automating user actions through clicks and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Saelyne Yang , Jaesang Yu , Yi-Hao Peng , Kevin Qinghong Lin , Jae Won Cho , Yale Song , Juho Kim

Graphical User Interface (GUI) has become one of the most significant parts of mobile applications (apps). It is a direct bridge between mobile apps and end users, which directly affects the end user's experience. Neglecting GUI quality can…

Software Engineering · Computer Science 2025-10-21 Shengcheng Yu , Chunrong Fang , Ziyuan Tuo , Quanjun Zhang , Chunyang Chen , Zhenyu Chen , Zhendong Su

Graphical User Interface (GUI) agents show great potential for enabling foundation models to complete real-world tasks, revolutionizing human-computer interaction and improving human productivity. In this report, we present OmegaUse, a…

The proliferation of mobile apps and reduced time in mobile app releases mandates the need for faster and efficient testing of mobile apps, their GUI and functional capabilities. Though, there are wide variety of open source tools and…

Programming Languages · Computer Science 2018-10-15 Poornima Gopi

This paper introduces GUI-Owl, a foundational GUI agent model that achieves state-of-the-art performance among open-source end-to-end models on ten GUI benchmarks across desktop and mobile environments, covering grounding, question…

Artificial Intelligence · Computer Science 2025-09-03 Jiabo Ye , Xi Zhang , Haiyang Xu , Haowei Liu , Junyang Wang , Zhaoqing Zhu , Ziwei Zheng , Feiyu Gao , Junjie Cao , Zhengxi Lu , Jitong Liao , Qi Zheng , Fei Huang , Jingren Zhou , Ming Yan

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

Graphical User Interface (GUI) agents aim to automate a wide spectrum of human tasks by emulating user interaction. Despite rapid advancements, current approaches are hindered by several critical challenges: data bottleneck in end-to-end…

Artificial Intelligence · Computer Science 2026-01-08 Hongze Mi , Yibo Feng , Wenjie Lu , Yuqi Wang , Jinyuan Li , Song Cao , He Cui , Tengfei Tian , Xuelin Zhang , Haotian Luo , Di Sun , Jun Fang , Hua Chai , Naiqiang Tan , Gang Pan

The emergent large language/multimodal models facilitate the evolution of mobile agents, especially in mobile UI task automation. However, existing evaluation approaches, which rely on human validation or established datasets to compare…

Human-Computer Interaction · Computer Science 2024-08-05 Li Zhang , Shihe Wang , Xianqing Jia , Zhihan Zheng , Yunhe Yan , Longxi Gao , Yuanchun Li , Mengwei Xu

Given the significant advances in Large Vision Language Models (LVLMs) in reasoning and visual understanding, mobile agents are rapidly emerging to meet users' automation needs. However, existing evaluation benchmarks are disconnected from…

Computation and Language · Computer Science 2025-08-18 Zeyu Huang , Juyuan Wang , Longfeng Chen , Boyi Xiao , Leng Cai , Yawen Zeng , Jin Xu

Training AI models has always been challenging, especially when there is a need for custom models to provide personalized services. Algorithm engineers often face a lengthy process to iteratively develop models tailored to specific business…

Artificial Intelligence · Computer Science 2023-11-27 Haoyuan Li , Hao Jiang , Tianke Zhang , Zhelun Yu , Aoxiong Yin , Hao Cheng , Siming Fu , Yuhao Zhang , Wanggui He

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
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