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Test generation at the graphical user interface (GUI) level has proven to be an effective method to reveal faults. When doing so, a test generator has to repeatably decide what action to execute given the current state of the system under…

Software Engineering · Computer Science 2020-07-22 Varun Nayak , Daniel Kraus

Test-driven development (TDD) has been adopted to improve Large Language Model (LLM)-based code generation by using tests as executable specifications. However, existing TDD-style code generation studies are largely limited to…

Software Engineering · Computer Science 2026-02-04 Yunhao Liang , Ruixuan Ying , Shiwen Ni , Zhe Cui

Generative, pre-trained transformers (GPTs, a.k.a. "Foundation Models") have reshaped natural language processing (NLP) through their versatility in diverse downstream tasks. However, their potential extends far beyond NLP. This paper…

Machine Learning · Computer Science 2023-06-22 Matthew B. A. McDermott , Bret Nestor , Peniel Argaw , Isaac Kohane

Existing Computerized Adaptive Testing (CAT) frameworks typically select questions based on the predicted likelihood that the student will answer correctly. This design ignores information contained in students' open-ended responses,…

Computation and Language · Computer Science 2026-05-28 Wanyong Feng , Alexander Scarlatos , Ruochen Sun , Andrew Lan

The software industry aims to provide customers with quality software. Testing software is a critical and sensitive stage in ensuring software quality. Due to the increasing popularity of mobile devices, the use of Android applications has…

Software Engineering · Computer Science 2022-09-07 Fatemeh Mosayeb , Shohreh Ajoudanian

One of the challenges of analyzing, testing and debugging Android apps is that the potential execution orders of callbacks are missing from the apps' source code. However, bugs, vulnerabilities and refactoring transformations have been…

Software Engineering · Computer Science 2017-03-31 Danilo Dominguez Perez , Wei Le

Agile methods in undergraduate courses have been explored in an effort to close the gap between industry and professional profiles. We have structured an Android application development course based on a tailored user-centered Agile process…

Large language models (LLMs) have recently shown strong potential for generating project-level unit tests. However, existing state-of-the-art approaches primarily rely on execution-path information to guide prompt construction, which is…

Software Engineering · Computer Science 2026-04-27 Guancheng Wang , Qinghua Xu , Lionel C. Briand , Zhaoqiang Guo , Kui Liu

Android Framework is a layer of software that exists in every Android system managing resources of all Android apps. A vulnerability in Android Framework can lead to severe hacks, such as destroying user data and leaking private…

Cryptography and Security · Computer Science 2016-11-04 Lannan Luo , Qiang Zeng , Chen Cao , Kai Chen , Jian Liu , Limin Liu , Neng Gao , Min Yang , Xinyu Xing , Peng Liu

Graphical user interfaces (GUIs), due to their event driven nature, present a potentially unbounded space of all possible ways to interact with software. During testing it becomes necessary to effectively sample this space. In this paper we…

Software Engineering · Computer Science 2012-05-23 Stephan Arlt , Ishan Banerjee , Cristiano Bertolini , Atif M. Memon , Martin Schäf

Model-based testing (MBT) provides an automated approach for finding discrepancies between software models and their implementation. If we want to incorporate MBT into the fast and iterative software development process that is Continuous…

Software Engineering · Computer Science 2023-05-02 P. H. M. van Spaendonck

Recent advances in vision-language models have enabled mobile GUI agents to perceive visual interfaces and execute user instructions, but reliable prediction of action consequences remains critical for long-horizon and high-risk…

Artificial Intelligence · Computer Science 2026-05-25 Weikai Xu , Kun Huang , Yunren Feng , Jiaxing Li , Yuhan Chen , Yuxuan Liu , Zhizheng Jiang , Heng Qu , Pengzhi Gao , Wei Liu , Jian Luan , Xiaolin Hu , Bo An

In this work, we propose GUIPilot, an approach for detecting inconsistencies between the mobile design and their implementations. The mobile design usually consists of design mock-ups that specify (1) the expected screen appearances (e.g.,…

Software Engineering · Computer Science 2025-06-10 Ruofan Liu , Xiwen Teoh , Yun Lin , Guanjie Chen , Ruofei Ren , Denys Poshyvanyk , Jin Song Dong

Story generation is a task that aims to automatically produce multiple sentences to make up a meaningful story. This task is challenging because it requires high-level understanding of semantic meaning of sentences and causality of story…

Computation and Language · Computer Science 2021-02-08 Hong Chen , Raphael Shu , Hiroya Takamura , Hideki Nakayama

As the number of web applications and API endpoints exposed to the Internet continues to grow, so does the number of exploitable vulnerabilities. Manually identifying such vulnerabilities is tedious. Meanwhile, static security scanners tend…

Cryptography and Security · Computer Science 2025-12-17 Felix Mächtle , Nils Loose , Tim Schulz , Florian Sieck , Jan-Niclas Serr , Ralf Möller , Thomas Eisenbarth

Event-driven programming frameworks, such as Android, are based on components with asynchronous interfaces. The protocols for interacting with these components can often be described by finite-state machines we dub *callback typestates*.…

Today statecharts are a de facto standard in industry for modeling system behavior. Test data generation is one of the key issues in software testing. This paper proposes an reduction approach to test data generation for the state-based…

Software Engineering · Computer Science 2012-08-14 Ranjita Kumari Swain , Prafulla Kumar Behera , Durga Prasad Mohapatra

Event Detection (ED) aims to recognize instances of specified types of event triggers in text. Different from English ED, Chinese ED suffers from the problem of word-trigger mismatch due to the uncertain word boundaries. Existing approaches…

Computation and Language · Computer Science 2023-01-05 Shiyao Cui , Bowen Yu , Xin Cong , Tingwen Liu , Quangang Li , Jinqiao Shi

Autonomous GUI agents interact with environments by perceiving interfaces and executing actions. As a virtual sandbox, the GUI World model empowers agents with human-like foresight by enabling action-conditioned prediction. However,…

Computer Vision and Pattern Recognition · Computer Science 2026-02-11 Yuhao Zheng , Li'an Zhong , Yi Wang , Rui Dai , Kaikui Liu , Xiangxiang Chu , Linyuan Lv , Philip Torr , Kevin Qinghong Lin

Text-to-video generation has advanced rapidly in visual fidelity, whereas standard methods still have limited ability to control the subject composition of generated scenes. Prior work shows that adding localized text control signals, such…

Computer Vision and Pattern Recognition · Computer Science 2025-10-20 Guofeng Zhang , Angtian Wang , Jacob Zhiyuan Fang , Liming Jiang , Haotian Yang , Bo Liu , Yiding Yang , Guang Chen , Longyin Wen , Alan Yuille , Chongyang Ma