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API misuse introduces security vulnerabilities, system failures, and increases maintenance costs, all of which remain critical challenges in software development. Existing detection approaches rely on static analysis or machine…

Software Engineering · Computer Science 2025-09-23 Saikat Mondal , Chanchal K. Roy , Hong Wang , Juan Arguello , Samantha Mathan

Crash localization, an important step in debugging crashes, is challenging when dealing with an extremely large number of diverse applications and platforms and underlying root causes. Large-scale error reporting systems, e.g., Windows…

Software Engineering · Computer Science 2021-12-06 Manish Shetty , Chetan Bansal , Suman Nath , Sean Bowles , Henry Wang , Ozgur Arman , Siamak Ahari

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…

Maintaining confidential information control in software is a persistent security problem where failure means secrets can be revealed via program behaviors. Information flow control techniques traditionally have been based on static or…

Software Engineering · Computer Science 2021-08-30 Ibrahim Mesecan , Daniel Blackwell , David Clark , Myra B. Cohen , Justyna Petke

Existing GUI grounding methods often struggle with fine-grained localization in high-resolution screenshots. To address this, we propose GUI-ARP, a novel framework that enables adaptive multi-stage inference. Equipped with the proposed…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Xianhang Ye , Yiqing Li , Wei Dai , Miancan Liu , Ziyuan Chen , Zhangye Han , Hongbo Min , Jinkui Ren , Xiantao Zhang , Wen Yang , Zhi Jin

Fragmentation is a serious problem in the Android ecosystem. This problem is mainly caused by the fast evolution of the system itself and the various customizations independently maintained by different smartphone manufacturers. Many…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Yanjie Zhao , Haipeng Cai , Mattia Fazzini , John Grundy , Li Li

Game UI development is essential to the game industry. However, the traditional workflow requires substantial manual effort to integrate pairwise UI and UX designs into a cohesive game user interface (GameUI). The inconsistency between the…

Human-Computer Interaction · Computer Science 2026-01-28 Zhongliang Tang , Qingrong Cheng , Mengchen Tan , Yongxiang Zhang , Fei Xia

The rapid evolution of Web UI incurs time and effort in UI test maintenance. Prior techniques in Web UI test repair focus on locating the target elements on the new Webpage that match the old ones so that the corresponding broken statements…

Software Engineering · Computer Science 2025-01-23 Zhuolin Xu , Qiushi Li , Shin Hwei Tan

This paper presents the first empirical study of a vulnerability detection and fix tool with professional software developers on real projects that they own. We implemented DeepVulGuard, an IDE-integrated tool based on state-of-the-art…

Graphical User Interface (GUI) element grounding (precisely locating elements on screenshots based on natural language instructions) is fundamental for agents interacting with GUIs. Deploying this capability directly on resource-constrained…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Hongxin Li , Yuntao Chen , Zhaoxiang Zhang

UI automation is a useful technique for UI testing, bug reproduction, and robotic process automation. Recording user actions with an application assists rapid development of UI automation scripts, but existing recording techniques are…

Software Engineering · Computer Science 2025-03-18 Dehai Zhao , Zhenchang Xing , Qinghua Lu , Xiwei Xu , Liming Zhu

Graphical User Interface (GUI) agents show promising capabilities for automating computer-use tasks and facilitating accessibility, but existing interactive benchmarks are mostly English-only, covering web-use or Windows, Linux, and Android…

Artificial Intelligence · Computer Science 2025-10-21 Pei Yang , Hai Ci , Mike Zheng Shou

Grounding natural language queries in graphical user interfaces (GUIs) presents a challenging task that requires models to comprehend diverse UI elements across various applications and systems, while also accurately predicting the spatial…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Zhecheng Li , Guoxian Song , Yiwei Wang , Zhen Xiong , Junsong Yuan , Yujun Cai

Live time-lapse microscopy is essential for a wide range of biological applications. Software-based automation is the gold standard for the operation of hardware accessories necessary for image acquisition. Given that current software…

Image and Video Processing · Electrical Eng. & Systems 2019-06-20 Quang Long Pham , David Chege , Timothy Dijamco , Migle Surblyte , Akshay Naik , Kolawole Campbell , Nhat-Anh-Nguyen Tong , Roman Voronov

The rise of Virtual Reality (VR) has provided developers with an unprecedented platform for creating games and applications (apps) that require distinct inputs, different from those of conventional devices like smartphones. The Meta Quest…

Cryptography and Security · Computer Science 2025-08-19 John Y. Kim , Chaoshun Zuo , Yanjie Zhao , Zhiqiang Lin

Limited real-world data severely impacts model performance in many computer vision domains, particularly for samples that are underrepresented in training. Synthetically generated images are a promising solution, but 1) it remains unclear…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Nitish Mital , Simon Malzard , Richard Walters , Celso M. De Melo , Raghuveer Rao , Victoria Nockles

Approximately 50% of development resources are devoted to UI development tasks [9]. Occupying a large proportion of development resources, developing icons can be a time-consuming task, because developers need to consider not only effective…

Human-Computer Interaction · Computer Science 2022-04-20 Sidong Feng , Minmin Jiang , Tingting Zhou , Yankun Zhen , Chunyang Chen

The limitation of graphical user interface (GUI) data has been a significant barrier to the development of GUI agents today, especially for the desktop / computer use scenarios. To address this, we propose an automated GUI data generation…

Computation and Language · Computer Science 2025-03-17 Yibin Xu , Liang Yang , Hao Chen , Hua Wang , Zhi Chen , Yaohua Tang

Automatically constructing GUI groups of different granularities constitutes a critical intelligent step towards automating GUI design and implementation tasks. Specifically, in the industrial GUI-to-code process, fragmented layers may…

Software Engineering · Computer Science 2024-12-10 Yunnong Chen , Shuhong Xiao , Jiazhi Li , Tingting Zhou , Yanfang Chang , Yankun Zhen , Lingyun Sun , Liuqing Chen

We present a deep learning system for testing graphics units by detecting novel visual corruptions in videos. Unlike previous work in which manual tagging was required to collect labeled training data, our weak supervision method is fully…

Machine Learning · Computer Science 2021-08-10 Adi Szeskin , Lev Faivishevsky , Ashwin K Muppalla , Amitai Armon , Tom Hope
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