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At the current pace of technological advancements, Generative AI models, including both Large Language Models and Large Multi-modal Models, are becoming integral to the developer workspace. However, challenges emerge due to the 'black box'…

Software Engineering · Computer Science 2024-05-06 Gregorio Robles , Christoph Treude , Jesus M. Gonzalez-Barahona , Raula Gaikovina Kula

Despite the impressive performance of Large Language Models (LLMs) in software development activities, recent studies show the concern of introducing vulnerabilities into software codebase by AI programming assistants (e.g., Copilot,…

Software Engineering · Computer Science 2024-05-08 Sung Yong Kim , Zhiyu Fan , Yannic Noller , Abhik Roychoudhury

With generative AI becoming widespread, the existence of AI-based programming assistants for developers is no surprise. Developers increasingly use them for their work, including generating code to fulfil the data protection requirements…

Software Engineering · Computer Science 2025-06-17 Kashumi Madampe , John Grundy , Nalin Arachchilage

AI-empowered tools have emerged as a transformative force, fundamentally reshaping the software development industry and promising far-reaching impacts across diverse sectors. This study investigates the adoption, impact, and security…

Software Engineering · Computer Science 2024-11-22 Shidong Pan , Litian Wang , Tianyi Zhang , Zhenchang Xing , Yanjie Zhao , Qinghua Lu , Xiaoyu Sun

Advances in AI have led to new types of technical debt in software engineering projects. AI-based competition platforms face challenges due to rapid prototyping and a lack of adherence to software engineering principles by participants,…

Software Engineering · Computer Science 2024-08-02 Dionysios Sklavenitis , Dimitris Kalles

Artificial Intelligence (AI)-driven code generation tools are increasingly used throughout the software development lifecycle to accelerate coding tasks. However, the security of AI-generated code using Large Language Models (LLMs) remains…

Cryptography and Security · Computer Science 2026-03-10 Mohammed Kharma , Soohyeon Choi , Mohammed AlKhanafseh , David Mohaisen

AI assistants for coding are on the rise. However one of the reasons developers and companies avoid harnessing their full potential is the questionable security of the generated code. This paper first reviews the current state-of-the-art…

Cryptography and Security · Computer Science 2024-03-20 Jakub Res , Ivan Homoliak , Martin Perešíni , Aleš Smrčka , Kamil Malinka , Petr Hanacek

Software development organisations aim to stay effective and efficient amid growing system complexity. To address this, they often form small teams focused on separate components that can be independently developed, tested, and deployed.…

Software Engineering · Computer Science 2024-06-28 Ehsan Zabardast , Javier Gonzalez-Huerta , Francis Palma , Panagiota Chatzipetrou

AI coding assistants are now widely used in software development. Software developers increasingly integrate AI-generated code into their codebases to improve productivity. Prior studies have shown that AI-generated code may contain code…

Software Engineering · Computer Science 2026-04-28 Yue Liu , Ratnadira Widyasari , Yanjie Zhao , Ivana Clairine Irsan , Junkai Chen , David Lo

AI-for-Code (AI4Code) systems are reshaping software engineering, with tools like GitHub Copilot accelerating code generation, translation, and vulnerability detection. Alongside these advances, however, security risks remain pervasive:…

Cryptography and Security · Computer Science 2025-12-23 Qilong Wu , Taoran Li , Tianyang Zhou , Varun Chandrasekaran

The recent progress of artificial intelligence(AI) has shown great potentials for alleviating human burden in various complex tasks. From the view of software engineering, AI techniques can be seen in many fundamental aspects of…

Software Engineering · Computer Science 2021-03-02 Wenhe Zhang , Jin He , Kevin Song

Reliability prediction is crucial for ensuring the safety and security of software systems, especially in the context of industry practices. While various metrics and measurements are employed to assess software reliability, the complexity…

Software Engineering · Computer Science 2025-07-29 Dapeng Yan , Wenjie Yang , Kui Liu , Zhiming Liu , Zhikuang Cai

The rise of large language models for code has reshaped software development. Autonomous coding agents, able to create branches, open pull requests, and perform code reviews, now actively contribute to real-world projects. Their growing…

Software Engineering · Computer Science 2026-04-02 Razvan Mihai Popescu , David Gros , Andrei Botocan , Rahul Pandita , Prem Devanbu , Maliheh Izadi

[Context] AI assistants, like GitHub Copilot and Cursor, are transforming software engineering. While several studies highlight productivity improvements, their impact on maintainability requires further investigation. [Objective] This…

Software Engineering · Computer Science 2026-02-27 Markus Borg , Dave Hewett , Nadim Hagatulah , Noric Couderc , Emma Söderberg , Donald Graham , Uttam Kini , Dave Farley

The majority of software developers use or are planning to use Artificial Intelligence (AI) tools in their development processes. Their top reasons include improving productivity and faster learning. In fact, Large Language Model…

Software Engineering · Computer Science 2026-05-25 Srivathsan G Morkonda , Mahmoud Selim , Hala Assal

We conduct the first large-scale user study examining how users interact with an AI Code assistant to solve a variety of security related tasks across different programming languages. Overall, we find that participants who had access to an…

Cryptography and Security · Computer Science 2023-12-19 Neil Perry , Megha Srivastava , Deepak Kumar , Dan Boneh

Context: AI code generators are revolutionizing code writing and software development, but their training on large datasets, including potentially untrusted source code, raises security concerns. Furthermore, these generators can produce…

Software Engineering · Computer Science 2024-09-04 Domenico Cotroneo , Roberta De Luca , Pietro Liguori

Static code analysis tools and integrated development environments present developers with quality-related software metrics, some of which describe the understandability of source code. Software metrics influence overarching strategic…

Software Engineering · Computer Science 2021-05-18 Marvin Wyrich , Andreas Preikschat , Daniel Graziotin , Stefan Wagner

Context: The rise of Artificial Intelligence (AI) in software engineering has led to the development of AI-powered test automation tools, promising improved efficiency, reduced maintenance effort, and enhanced defect-detection. However, a…

Software Engineering · Computer Science 2025-05-02 Vahid Garousi , Nithin Joy , Zafar Jafarov , Alper Buğra Keleş , Sevde Değirmenci , Ece Özdemir , Ryan Zarringhalami

Open-source code development has become widespread in recent years. As a result, open-source software platforms have also become popular, and millions of developers from diverse locations are able to contribute to the same projects. On…

Software Engineering · Computer Science 2021-01-22 Abdulkadir Şeker , Banu Diri , Halil Arslan