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The large demand of mobile devices creates significant concerns about the quality of mobile applications (apps). Developers need to guarantee the quality of mobile apps before it is released to the market. There have been many approaches…

软件工程 · 计算机科学 2022-10-13 Yu Zhao , Brent Harrison , Tingting Yu

Visualization guidelines, if defined properly, are invaluable to both practical applications and the theoretical foundation of visualization. In this paper, we present a collection of research activities for studying visualization…

Software testing is an essential part of the software lifecycle and requires a substantial amount of time and effort. It has been estimated that software developers spend close to 50% of their time on testing the code they write. For these…

软件工程 · 计算机科学 2020-02-20 Cody Watson , Michele Tufano , Kevin Moran , Gabriele Bavota , Denys Poshyvanyk

There have been many studies on automated test generation for mobile Graphical User Interface (GUI) applications. These studies successfully demonstrate how to detect fatal exceptions and achieve high code and activity coverage with fully…

软件工程 · 计算机科学 2019-11-28 Yavuz Koroglu , Alper Sen

In recent years, Multimodal Large Language Models (MLLMs) have been extensively utilized for multimodal reasoning tasks, including Graphical User Interface (GUI) automation. Unlike general offline multimodal tasks, GUI automation is…

The study of provable adversarial robustness has mostly been limited to classification tasks and models with one-dimensional real-valued outputs. We extend the scope of certifiable robustness to problems with more general and structured…

机器学习 · 计算机科学 2022-01-13 Aounon Kumar , Tom Goldstein

Verification of numerical accuracy properties in modern software remains an important and challenging task. This paper describes an original framework combining different solutions for numerical accuracy. First, we extend an existing…

软件工程 · 计算机科学 2019-11-26 Maxime Jacquemin , Fonenantsoa Maurica , Nikolai Kosmatov , Julien Signoles , Franck Védrine

Context: Verification and validation (V&V) activities make up 20 to 50 percent of the total development costs of a software system in practice. Test automation is proposed to lower these V&V costs but available research only provides…

软件工程 · 计算机科学 2016-02-04 Emil Alégroth , Robert Feldt , Pirjo Kolström

Graphical user interface (GUI)-based mobile agents automate digital tasks on mobile devices by interpreting natural-language instructions and interacting with the screen. While recent methods apply reinforcement learning (RL) to train…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Li Gu , Zihuan Jiang , Zhixiang Chi , Huan Liu , Ziqiang Wang , Yuanhao Yu , Glen Berseth , Yang Wang

End-to-end GUI agents for real desktop environments require large amounts of high-quality interaction data, yet collecting human demonstrations is expensive and existing synthetic pipelines often suffer from limited task diversity or noisy,…

人工智能 · 计算机科学 2026-04-14 Jinbiao Wei , Yilun Zhao , Kangqi Ni , Arman Cohan

Graphically-rich applications such as games are ubiquitous with attractive visual effects of Graphical User Interface (GUI) that offers a bridge between software applications and end-users. However, various types of graphical glitches may…

软件工程 · 计算机科学 2021-09-24 Ke Chen , Yufei Li , Yingfeng Chen , Changjie Fan , Zhipeng Hu , Wei Yang

Computer-use agents (CUAs) automate on-screen work, as illustrated by GPT-5.4 and Claude. Yet their reliability on complex, low-frequency interactions is still poor, limiting user trust. Our analysis of failure cases from advanced models…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Miaosen Zhang , Xiaohan Zhao , Zhihong Tan , Zhou Huoshen , Yijia Fan , Yifan Yang , Kai Qiu , Bei Liu , Justin Wagle , Chenzhong Yin , Mingxi Cheng , Ji Li , Qi Dai , Chong Luo , Xu Yang , Xin Geng , Baining Guo

The fast-paced evolution of Android APIs has posed a challenging task for Android app developers. To leverage Android's frequently released APIs, developers must often spend considerable effort on API migrations. Prior research and Android…

软件工程 · 计算机科学 2021-03-29 Maxime Lamothe , Weiyi Shang , Tse-Hsun Chen

Estimating software testability can crucially assist software managers to optimize test budgets and software quality. In this paper, we propose a new approach that radically differs from the traditional approach of pursuing testability…

软件工程 · 计算机科学 2023-08-01 Luca Guglielmo , Leonardo Mariani , Giovanni Denaro

Context: Most approaches to automated white-box testing consider the client side and the server side of a web application in isolation from each other. Such testers lack a whole-program perspective on the web application under test.…

软件工程 · 计算机科学 2021-03-05 Maarten Vandercammen , Laurent Christophe , Dario Di Nucci , Wolfgang De Meuter , Coen De Roover

In real-world scenarios, achieving domain adaptation and generalization poses significant challenges, as models must adapt to or generalize across unknown target distributions. Extending these capabilities to unseen multimodal…

计算机视觉与模式识别 · 计算机科学 2025-09-22 Hao Dong , Moru Liu , Kaiyang Zhou , Eleni Chatzi , Juho Kannala , Cyrill Stachniss , Olga Fink

GUI grounding is a critical component in building capable GUI agents. However, existing grounding benchmarks suffer from significant limitations: they either provide insufficient data volume and narrow domain coverage, or focus excessively…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Beitong Zhou , Zhexiao Huang , Yuan Guo , Zhangxuan Gu , Tianyu Xia , Zichen Luo , Fei Tang , Dehan Kong , Yanyi Shang , Suling Ou , Zhenlin Guo , Changhua Meng , Shuheng Shen

Automatic test generation aims to save developers time and effort by producing test suites with reasonably high coverage and fault detection. However, the focus of search-based generation tools in maximizing coverage leaves other…

软件工程 · 计算机科学 2025-04-11 Geraldine Galindo-Gutierrez

Developers often evolve an existing software system by making internal changes, called migration. Moving to a new framework, changing implementation to improve efficiency, and upgrading a dependency to its latest version are examples of…

软件工程 · 计算机科学 2025-04-15 Celal Ziftci , Stoyan Nikolov , Anna Sjövall , Bo Kim , Daniele Codecasa , Max Kim

Domain Generalization (DG) aims to learn models whose performance remains high on unseen domains encountered at test-time by using data from multiple related source domains. Many existing DG algorithms reduce the divergence between source…

机器学习 · 计算机科学 2022-06-27 Akshay Mehra , Bhavya Kailkhura , Pin-Yu Chen , Jihun Hamm
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