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GUI-based models extracted from Android app execution traces, events, or source code can be extremely useful for challenging tasks such as the generation of scenarios or test cases. However, extracting effective models can be an expensive…

Software Engineering · Computer Science 2018-01-22 Mario Linares-Vasquez , Martin White , Carlos Bernal-Cardenas , Kevin Moran , Denys Poshyvanyk

The Android platform was introduced by Google in 2008 as an operating system for mobile devices. Android's SDK provides a wide support for programming and extensive examples and documentation. Reliability is an increasing concern for Smart…

Software Engineering · Computer Science 2018-06-12 Néstor Cataño

Oracles used for testing graphical user interface (GUI) programs are required to take into consideration complicating factors such as variations in screen resolution or color scheme when comparing observed GUI elements to expected GUI…

Software Engineering · Computer Science 2016-11-18 Dalal Hammoud , Fadi A. Zaraket , Wes Masri

Bug reports are vital for software maintenance that allow users to inform developers of the problems encountered while using software. However, it is difficult for non-technical users to write clear descriptions about the bug occurrence.…

Software Engineering · Computer Science 2022-04-20 Sidong Feng , Chunyang Chen

The importance of mobile application (app) quality insurance is increasing with the rapid development of the mobile Internet. Automated test generation approaches, as a dominant direction of app quality insurance, follow specific models or…

Software Engineering · Computer Science 2024-06-13 Shengcheng Yu , Chunrong Fang , Mingzhe Du , Zimin Ding , Zhenyu Chen , Zhendong Su

Failure to consider the characteristics, limitations, and abilities of diverse end-users during mobile apps development may lead to problems for end-users such as accessibility and usability issues. We refer to this class of problems as…

Software Engineering · Computer Science 2022-10-05 Hourieh Khalajzadeh , Mojtaba Shahin , Humphrey O. Obie , Pragya Agrawal , John Grundy

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…

GUI design is an integral part of software development. The process of designing a mobile application typically starts with the ideation and inspiration search from existing designs. However, existing information-retrieval based, and…

Software Engineering · Computer Science 2022-04-15 Sidong Feng , Chunyang Chen , Zhenchang Xing

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

Graphical user interfaces (GUIs) are integral parts of software systems that require interactions from their users. Software testers have paid special attention to GUI testing in the last decade, and have devised techniques that are…

Software Engineering · Computer Science 2017-03-29 Valéria Lelli , Arnaud Blouin , Benoit Baudry

The assurance of mobile app GUI has become increasingly important, as the GUI serves as the primary medium of interaction between users and apps. Although numerous automated GUI testing approaches have been developed with diverse…

Software Engineering · Computer Science 2026-05-05 Shengcheng Yu , Yuchen Ling , Chunrong Fang , Quan Zhou , Yi Zhao , Chunyang Chen , Shaomin Zhu , Zhenyu Chen

Exploratory GUI testing is a particularly demanding setting for MLLM agents: without predefined test scripts, an agent must autonomously navigate an application and discover defects through its own interaction. However, current evaluation…

Software Engineering · Computer Science 2026-05-29 Xiaoyi Chen , Yifei Gao , Yang Xu , Xingxing Song , Yi Zhang , Jitao Sang

Recent advances in multimodal large language models unlock unprecedented opportunities for GUI automation. However, a fundamental challenge remains: how to efficiently acquire high-quality training data while maintaining annotation…

The rapid development of GUI foundation models and mobile GUI agents has spurred numerous evaluation benchmarks, yet most rely on simulated environments or open-source applications, leaving real-world closed-source applications largely…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Yifan Sui , Xin Huang , Hongbing Li , Fang Xu , Jiahe Lv , Haolong Yan , Yeqing Shen , Litao Liu , Zhimin Fan , Ziyang Meng , Jia Wang , Junbo Qi , Kaijun Tan , Zheng Ge , Xiangyu Zhang , Daxin Jiang , Osamu Yoshie

Extracting semantic representations from mobile user interfaces (UI) and using the representations for designers' decision-making processes have shown the potential to be effective computational design support tools. Current approaches rely…

Human-Computer Interaction · Computer Science 2023-09-20 Seokhyeon Park , Wonjae Kim , Young-Ho Kim , Jinwook Seo

App agents, which autonomously operate mobile Apps through Graphical User Interfaces (GUIs), have gained significant interest in real-world applications. Yet, they often struggle with long-horizon planning, failing to find the optimal…

Human-Computer Interaction · Computer Science 2025-05-21 Dezhao Luo , Bohan Tang , Kang Li , Georgios Papoudakis , Jifei Song , Shaogang Gong , Jianye Hao , Jun Wang , Kun Shao

UX (user experience) designers visually capture the UX of an app via storyboards. This method is also used in Android app development to conceptualize and design apps. Recently, security has become an integral part of Android app UX because…

Software Engineering · Computer Science 2020-07-24 Joydeep Mitra , Venkatesh-Prasad Ranganath

Recent progress in Multimodal Large Language Models (MLLMs) has enabled mobile GUI agents capable of visual perception, cross-modal reasoning, and interactive control. However, existing benchmarks are largely English-centric and fail to…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Yang Li , Yuchen Liu , Haoyu Lu , Zhiqiang Xia , Hongzhen Wang , Kaiyang Han , Changpeng Yang , Jinyang Wu , Jiaming Xu , Runyu Shi , Ying Huang

Visual language models (VLMs) empower mobile GUI agents to interpret complex mobile screens and respond to user requests. Training such capable agents requires large-scale, high-quality mobile GUI data. However, existing mobile GUI datasets…

Human-Computer Interaction · Computer Science 2025-11-26 Longxi Gao , Li Zhang , Shihe Wang , Pengzhi Gao , Wei Liu , Jian Luan , Shangguang Wang , Yuanchun Li , Mengwei Xu

Context: Accessibility issues (e.g., small size and narrow interval) in mobile applications (apps) lead to obstacles for billions of low vision users in interacting with Graphical User Interfaces (GUIs). Although GUI accessibility scanning…

Software Engineering · Computer Science 2025-02-21 Mengxi Zhang , Huaxiao Liu , Shenning Song , Chunyang Chen , Pei Huang , Jian Zhao