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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

As GUI agents increasingly rely on screenshots to perceive and operate digital environments, they may inadvertently expose sensitive information such as identities, accounts, locations, and behavioral traces. While existing benchmarks…

Cryptography and Security · Computer Science 2026-05-14 Yanxi Wang , Zhiling Zhang , Wenbo Zhou , Weiming Zhang , Jie Zhang , Qiannan Zhu , Yu Shi , Shuxin Zheng , Jiyan He

Automated software testing involves the execution of test scripts by a machine instead of being manually run. This significantly reduces the amount of manual time & effort needed and thus is of great interest to the software testing…

Software Engineering · Computer Science 2018-09-26 Anurag Dwarakanath , Neville Dubash , Sanjay Podder

Despite being one of the largest and most popular projects, the official Android framework has only provided test cases for less than 30% of its APIs. Such a poor test case coverage rate has led to many compatibility issues that can cause…

Software Engineering · Computer Science 2022-08-30 Xiaoyu Sun , Xiao Chen , Yanjie Zhao , Pei Liu , John Grundy , Li Li

With the rapid advancement of Vision-Language Models (VLMs), GUI-based mobile agents have emerged as a key development direction for intelligent mobile systems. However, existing agent models continue to face significant challenges in…

Multiagent Systems · Computer Science 2025-09-03 Cheng Zhang , Erhu Feng , Xi Zhao , Yisheng Zhao , Wangbo Gong , Jiahui Sun , Dong Du , Zhichao Hua , Yubin Xia , Haibo Chen

With the emergence of deep learning techniques, smartphone apps are now embedded on-device AI features for enabling advanced tasks like speech translation, to attract users and increase market competitiveness. A good interaction design is…

Human-Computer Interaction · Computer Science 2023-07-04 Jason Ching Yuen Siu , Jieshan Chen , Yujin Huang , Zhenchang Xing , Chunyang Chen

We propose V-Droid, a mobile GUI task automation agent. Unlike previous mobile agents that utilize Large Language Models (LLMs) as generators to directly generate actions at each step, V-Droid employs LLMs as verifiers to evaluate candidate…

Artificial Intelligence · Computer Science 2026-02-24 Gaole Dai , Shiqi Jiang , Ting Cao , Yuanchun Li , Yuqing Yang , Rui Tan , Mo Li , Lili Qiu

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…

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

Recent advancements in Large Language Models (LLMs) have led to the development of intelligent LLM-based agents capable of interacting with graphical user interfaces (GUIs). These agents demonstrate strong reasoning and adaptability,…

Artificial Intelligence · Computer Science 2025-04-16 Wenjia Jiang , Yangyang Zhuang , Chenxi Song , Xu Yang , Joey Tianyi Zhou , Chi Zhang

With the rapid advancement of generative artificial intelligence technology, Graphical User Interface (GUI) agents have demonstrated tremendous potential for autonomously managing daily tasks through natural language instructions. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Fengxian Ji , Jingpu Yang , Zirui Song , Yuanxi Wang , Zhexuan Cui , Yuke Li , Qian Jiang , Miao Fang , Xiuying Chen

GUI testing is an essential quality assurance process in mobile app development. However, the creation and maintenance of GUI tests for mobile apps are resource-intensive and costly. Recognizing that many apps share similar functionalities,…

Software Engineering · Computer Science 2025-04-04 Xiaolei Li , Jialun Cao , Yepang Liu , Shing-Chi Cheung , Hailong Wang

Smartphone GUI agents execute tasks by operating directly on app interfaces, offering a path to broad capability without deep system integration. However, real-world smartphone use is highly personalized: users adopt diverse workflows and…

Artificial Intelligence · Computer Science 2026-04-01 Hongyi Nie , Xunyuan Liu , Yudong Bai , Yaqing Wang , Yang Liu , Quanming Yao , Zhen Wang

Since ChatGPT has emerged as a major AIGC model, providing high-quality responses across a wide range of applications (including software development and maintenance), it has attracted much interest from many individuals. ChatGPT has great…

Computation and Language · Computer Science 2023-10-24 Arslan Akram

Android apps are GUI-based event-driven software and have become ubiquitous in recent years. Obviously, functional correctness is critical for an app's success. However, in addition to crash bugs, non-crashing functional bugs (in short as…

Software Engineering · Computer Science 2021-10-06 Ting Su , Yichen Yan , Jue Wang , Jingling Sun , Yiheng Xiong , Geguang Pu , Ke Wang , Zhendong Su

Graphical user interfaces (GUI) automation agents are emerging as powerful tools, enabling humans to accomplish increasingly complex tasks on smart devices. However, users often inadvertently omit key information when conveying tasks, which…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Ziming Cheng , Zhiyuan Huang , Junting Pan , Zhaohui Hou , Mingjie Zhan

One of the most important tasks related to managing bug reports is localizing the fault so that a fix can be applied. As such, prior work has aimed to automate this task of bug localization by formulating it as an information retrieval…

Graphical User Interfaces (GUIs) are central to app development projects. App developers may use the GUIs of other apps as a means of requirements refinement and rapid prototyping or as a source of inspiration for designing and improving…

Software Engineering · Computer Science 2024-11-12 Jialiang Wei , Anne-Lise Courbis , Thomas Lambolais , Binbin Xu , Pierre Louis Bernard , Gérard Dray , Walid Maalej

Mobile applications, often simply called "apps", are increasingly widespread, and we use them daily to perform a number of activities. Like all software, apps must be adequately tested to gain confidence that they behave correctly.…

Software Engineering · Computer Science 2015-04-01 Shauvik Roy Choudhary , Alessandra Gorla , Alessandro Orso

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…

Artificial Intelligence · Computer Science 2025-09-08 Haoming Wang , Haoyang Zou , Huatong Song , Jiazhan Feng , Junjie Fang , Junting Lu , Longxiang Liu , Qinyu Luo , Shihao Liang , Shijue Huang , Wanjun Zhong , Yining Ye , Yujia Qin , Yuwen Xiong , Yuxin Song , Zhiyong Wu , Aoyan Li , Bo Li , Chen Dun , Chong Liu , Daoguang Zan , Fuxing Leng , Hanbin Wang , Hao Yu , Haobin Chen , Hongyi Guo , Jing Su , Jingjia Huang , Kai Shen , Kaiyu Shi , Lin Yan , Peiyao Zhao , Pengfei Liu , Qinghao Ye , Renjie Zheng , Shulin Xin , Wayne Xin Zhao , Wen Heng , Wenhao Huang , Wenqian Wang , Xiaobo Qin , Yi Lin , Youbin Wu , Zehui Chen , Zihao Wang , Baoquan Zhong , Xinchun Zhang , Xujing Li , Yuanfan Li , Zhongkai Zhao , Chengquan Jiang , Faming Wu , Haotian Zhou , Jinlin Pang , Li Han , Qi Liu , Qianli Ma , Siyao Liu , Songhua Cai , Wenqi Fu , Xin Liu , Yaohui Wang , Zhi Zhang , Bo Zhou , Guoliang Li , Jiajun Shi , Jiale Yang , Jie Tang , Li Li , Qihua Han , Taoran Lu , Woyu Lin , Xiaokang Tong , Xinyao Li , Yichi Zhang , Yu Miao , Zhengxuan Jiang , Zili Li , Ziyuan Zhao , Chenxin Li , Dehua Ma , Feng Lin , Ge Zhang , Haihua Yang , Hangyu Guo , Hongda Zhu , Jiaheng Liu , Junda Du , Kai Cai , Kuanye Li , Lichen Yuan , Meilan Han , Minchao Wang , Shuyue Guo , Tianhao Cheng , Xiaobo Ma , Xiaojun Xiao , Xiaolong Huang , Xinjie Chen , Yidi Du , Yilin Chen , Yiwen Wang , Zhaojian Li , Zhenzhu Yang , Zhiyuan Zeng , Chaolin Jin , Chen Li , Hao Chen , Haoli Chen , Jian Chen , Qinghao Zhao , Guang Shi