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Simulation modelling systems are routinely used to test or understand real-world scenarios in a controlled setting. They have found numerous applications in scientific research, engineering, and industrial operations. Due to their complex…

Software Engineering · Computer Science 2024-09-09 Riasat Mahbub , Mohammad Masudur Rahman , Muhammad Ahsanul Habib

Security code review is a time-consuming and labor-intensive process typically requiring integration with automated security defect detection tools. However, existing security analysis tools struggle with poor generalization, high false…

Software Engineering · Computer Science 2026-05-12 Jiaxin Yu , Peng Liang , Yujia Fu , Amjed Tahir , Mojtaba Shahin , Chong Wang , Yangxiao Cai

As one of the most popular dynamic languages, Python experiences a decrease in readability and maintainability when code smells are present. Recent advancements in Large Language Models have sparked growing interest in AI-enabled tools for…

Software Engineering · Computer Science 2024-08-22 Beiqi Zhang , Peng Liang , Qiong Feng , Yujia Fu , Zengyang Li

Mobile apps often embed authentication secrets, such as API keys, tokens, and client IDs, to integrate with cloud services. However, developers often hardcode these credentials into Android apps, exposing them to extraction through reverse…

Cryptography and Security · Computer Science 2025-10-22 Marco Alecci , Jordan Samhi , Tegawendé F. Bissyandé , Jacques Klein

Large Language Models (LLMs) changed the way we design and interact with software systems. Their ability to process and extract information from text has drastically improved productivity in a number of routine tasks. Developers that want…

Machine Learning · Computer Science 2025-08-26 Federico Errica , Giuseppe Siracusano , Davide Sanvito , Roberto Bifulco

Deep learning has emerged as a promising technology for achieving Android malware detection. To further unleash its detection potentials, software visualization can be integrated for analyzing the details of app behaviors clearly. However,…

Cryptography and Security · Computer Science 2024-10-10 Zhaoyi Meng , Jiale Zhang , Jiaqi Guo , Wansen Wang , Wenchao Huang , Jie Cui , Hong Zhong , Yan Xiong

The sensor-based recognition of Activities of Daily Living (ADLs) in smart home environments enables several applications in the areas of energy management, safety, well-being, and healthcare. ADLs recognition is typically based on deep…

Artificial Intelligence · Computer Science 2025-03-24 Gabriele Civitarese , Michele Fiori , Priyankar Choudhary , Claudio Bettini

Dataflow analysis is a fundamental code analysis technique that identifies dependencies between program values. Traditional approaches typically necessitate successful compilation and expert customization, hindering their applicability and…

Programming Languages · Computer Science 2024-11-26 Chengpeng Wang , Wuqi Zhang , Zian Su , Xiangzhe Xu , Xiaoheng Xie , Xiangyu Zhang

Context: A substantial amount of work has been done to detect smells in source code using metrics-based and heuristics-based methods. Machine learning methods have been recently applied to detect source code smells; however, the current…

Software Engineering · Computer Science 2023-12-05 Tushar Sharma , Vasiliki Efstathiou , Panos Louridas , Diomidis Spinellis

Nowadays, modern applications are developed using components written in different programming languages. These systems introduce several advantages. However, as the number of languages increases, so does the challenges related to the…

Software Engineering · Computer Science 2021-01-18 Mouna Abidi , Md Saidur Rahman , Moses Openja , Foutse Khomh

With the rapid advancement of large language models (LLMs), mobile agents have emerged as promising tools for phone automation, simulating human interactions on screens to accomplish complex tasks. However, these agents often suffer from…

Human-Computer Interaction · Computer Science 2026-04-21 Shiquan Zhang , Tianyi Zhang , Le Fang , Simon D'Alfonso , Hong Jia , Vassilis Kostakos

Dynamic analysis has emerged as a pivotal technique for testing Android apps, enabling the detection of bugs, malicious code, and vulnerabilities. A key metric in evaluating the efficacy of tools employed by both research and practitioner…

Software Engineering · Computer Science 2024-04-18 Jordan Samhi , Andreas Zeller

Numerous approaches employing various strategies have been developed to test the graphical user interfaces (GUIs) of mobile apps. However, traditional GUI testing techniques, such as random and model-based testing, primarily focus on…

Software Engineering · Computer Science 2024-07-30 Bangyan Ju , Jin Yang , Tingting Yu , Tamerlan Abdullayev , Yuanyuan Wu , Dingbang Wang , Yu Zhao

The importance of computational modeling of mobile user interfaces (UIs) is undeniable. However, these require a high-quality UI dataset. Existing datasets are often outdated, collected years ago, and are frequently noisy with mismatches in…

Human-Computer Interaction · Computer Science 2024-05-14 Sidong Feng , Suyu Ma , Han Wang , David Kong , Chunyang Chen

Large language models (LLMs) have empowered intelligent agents to execute intricate tasks within domain-specific software such as browsers and games. However, when applied to general-purpose software systems like operating systems, LLM…

Artificial Intelligence · Computer Science 2024-02-12 Mingzhe Xing , Rongkai Zhang , Hui Xue , Qi Chen , Fan Yang , Zhen Xiao

Code review that detects and locates defects and other quality issues plays an important role in software quality control. One type of issue that may impact the quality of software is code smells. Yet, little is known about the extent to…

Software Engineering · Computer Science 2022-05-17 Xiaofeng Han , Amjed Tahir , Peng Liang , Steve Counsell , Kelly Blincoe , Bing Li , Yajing Luo

The exponential growth of the mobile app market underscores the importance of constant innovation and rapid response to user demands. As user satisfaction is paramount to the success of a mobile application (app), developers typically rely…

Software Engineering · Computer Science 2025-06-13 Maram Assi , Safwat Hassan , Ying Zou

Large Language Models (LLMs) frequently generate buggy code with complex logic errors that are challenging to diagnose. While existing LLM-based self-repair approaches conduct intensive static semantic analysis or reply on superficial…

Software Engineering · Computer Science 2025-10-22 Yunkun Wang , Yue Zhang , Guochang Li , Chen Zhi , Binhua Li , Fei Huang , Yongbin Li , Shuiguang Deng

The permission mechanism in the Android Framework is integral to safeguarding the privacy of users by managing users' and processes' access to sensitive resources and operations. As such, developers need to be equipped with an in-depth…

Software Engineering · Computer Science 2025-10-07 Han Hu , Wei Minn , Yonghui Liu , Jiakun Liu , Ferdian Thung , Terry Yue Zhuo , Lwin Khin Shar , Debin Gao , David Lo

Filesystem vulnerabilities persist as a significant threat to Android systems, despite various proposed defenses and testing techniques. The complexity of program behaviors and access control mechanisms in Android systems makes it…

Cryptography and Security · Computer Science 2024-07-17 Yu-Tsung Lee , Hayawardh Vijayakumar , Zhiyun Qian , Trent Jaeger