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Being able to automatically detect the performance issues in apps can significantly improve apps' quality as well as having a positive influence on user satisfaction. Application Performance Management (APM) libraries are used to locate the…

Software Engineering · Computer Science 2021-03-23 Yutian Tang , Haoyu Wang , Xian Zhan , Xiapu Luo , Yajin Zhou , Hao Zhou , Qiben Yan , Yulei Sui , Jacky Keung

Software libraries play a critical role in the functionality, efficiency, and maintainability of software systems. As developers increasingly rely on Large Language Models (LLMs) to streamline their coding processes, the effectiveness of…

Software Engineering · Computer Science 2024-08-23 Jasmine Latendresse , SayedHassan Khatoonabadi , Ahmad Abdellatif , Emad Shihab

While the automated detection of cryptographic API misuses has progressed significantly, its precision diminishes for intricate targets due to the reliance on manually defined patterns. Large Language Models (LLMs) offer a promising…

Cryptography and Security · Computer Science 2026-03-19 Yifan Xia , Zichen Xie , Peiyu Liu , Kangjie Lu , Yan Liu , Wenhai Wang , Shouling Ji

Large-scale language models (LLMs) have emerged as a groundbreaking innovation in the realm of question-answering and conversational agents. These models, leveraging different deep learning architectures such as Transformers, are trained on…

Software Engineering · Computer Science 2023-07-18 Fardin Ahsan Sakib , Saadat Hasan Khan , A. H. M. Rezaul Karim

Android Apps are frequently updated, every couple of weeks, to keep up with changing user, hardware and business demands. Correctness of App updates is checked through extensive testing. Recent research has proposed tools for automated GUI…

Software Engineering · Computer Science 2020-11-25 Chao Peng , Ajitha Rajan

Large Language Models (LLMs) can interact with the real world by connecting with versatile external APIs, resulting in better problem-solving and task automation capabilities. Previous research primarily focuses on APIs with limited…

Software Engineering · Computer Science 2024-10-29 Hongru Wang , Rui Wang , Boyang Xue , Heming Xia , Jingtao Cao , Zeming Liu , Jeff Z. Pan , Kam-Fai Wong

The rapid evolution of Artificial Intelligence (AI) and Large Language Models (LLMs) has opened up new opportunities in the area of cybersecurity, especially in the exploitation automation landscape and penetration testing. This study…

Software Engineering · Computer Science 2025-09-10 Wanni Vidulige Ishan Perera , Xing Liu , Fan liang , Junyi Zhang

Large language models have shown good potential in supporting software development tasks. This is why more and more developers turn to LLMs (e.g. ChatGPT) to support them in fixing their buggy code. While this can save time and effort, many…

Software Engineering · Computer Science 2024-09-06 Yacine Majdoub , Eya Ben Charrada

Android has been the most popular smartphone system, with multiple platform versions (e.g., KITKAT and Lollipop) active in the market. To manage the application's compatibility with one or more platform versions, Android allows apps to…

Software Engineering · Computer Science 2017-03-20 Daoyuan Wu , Ximing Liu , Jiayun Xu , David Lo , Debin Gao

Frontier large language models (LLMs), such as GPT-5, Claude 4.5, Gemini 3, Llama 4, and DeepSeek-R1, represent a transformative class of AI tools capable of revolutionizing various aspects of healthcare by generating human-like responses…

Large Language Models (LLMs) have become pivotal tools for automating code generation in software development. However, these models face significant challenges in producing version-aware code for rapidly evolving languages like Rust, where…

Software Engineering · Computer Science 2025-03-24 Linxi Liang , Jing Gong , Mingwei Liu , Chong Wang , Guangsheng Ou , Yanlin Wang , Xin Peng , Zibin Zheng

In this study, we evaluated the capability of Large Language Models (LLMs), particularly OpenAI's GPT-4, in detecting software vulnerabilities, comparing their performance against traditional static code analyzers like Snyk and Fortify. Our…

Software Engineering · Computer Science 2023-08-22 David Noever

The rapid development of Large Language Models (LLMs) has transformed software engineering, showing promise in tasks like code generation, bug detection, and compliance checking. However, current models struggle to detect compliance…

Software Engineering · Computer Science 2025-11-04 Haoyi Zhang , Huaijin Ran , Xunzhu Tang

Large language models (LLMs) have shown great potential for the automatic generation of feedback in a wide range of computing contexts. However, concerns have been voiced around the privacy and ethical implications of sending student work…

Computation and Language · Computer Science 2024-05-09 Charles Koutcheme , Nicola Dainese , Sami Sarsa , Arto Hellas , Juho Leinonen , Paul Denny

Mobile application developers are required to disclose how they collect, use, and share user data in compliance with privacy regulations. To support transparency, major app marketplaces have introduced standardized disclosure mechanisms. In…

Cryptography and Security · Computer Science 2026-04-20 Luca Ferrari , Billel Habbati , Meriem Guerar , Mariano Ceccato , Luca Verderame

Upon its release in late 2022, ChatGPT has brought a seismic shift in the entire landscape of AI, both in research and commerce. Through instruction-tuning a large language model (LLM) with supervised fine-tuning and reinforcement learning…

Computation and Language · Computer Science 2024-01-17 Hailin Chen , Fangkai Jiao , Xingxuan Li , Chengwei Qin , Mathieu Ravaut , Ruochen Zhao , Caiming Xiong , Shafiq Joty

In recent years, large language models (e.g., Open AI's GPT-4, Meta's LLaMa, Google's PaLM) have become the dominant approach for building AI systems to analyze and generate language online. However, the automated systems that increasingly…

Computation and Language · Computer Science 2023-06-14 Gabriel Nicholas , Aliya Bhatia

The pervasiveness of mobile apps in everyday life necessitates robust testing strategies to ensure quality and efficiency, especially through end-to-end usage-based tests for mobile apps' user interfaces (UIs). However, manually creating…

Software Engineering · Computer Science 2025-04-22 Benyamin Beyzaei , Saghar Talebipour , Ghazal Rafiei , Nenad Medvidovic , Sam Malek

Android apps require permissions when accessing resources related to privacy or system integrity. Starting from Android 6, these permissions have to be asked at runtime. However, migrating to the new permission model poses multiple…

Software Engineering · Computer Science 2017-06-19 Denis Bogdanas

Large Language Models (LLMs) like ChatGPT, Copilot, Gemini, and DeepSeek are transforming software engineering by automating key tasks, including code generation, testing, and debugging. As these models become integral to development…

Software Engineering · Computer Science 2025-08-07 Everton Guimaraes , Nathalia Nascimento , Chandan Shivalingaiah , Asish Nelapati
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