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[Background/Context] AI assistants like GitHub Copilot are transforming software engineering; several studies have highlighted productivity improvements. However, their impact on code quality, particularly in terms of maintainability,…

软件工程 · 计算机科学 2024-08-21 Markus Borg , Dave Hewett , Donald Graham , Noric Couderc , Emma Söderberg , Luke Church , Dave Farley

Recent advances in artificial intelligence (AI) and machine learning have created a general perception that AI could be used to solve complex problems, and in some situations over-hyped as a tool that can be so easily used. Unfortunately,…

AI-supported programming has arrived, as shown by the introduction and successes of large language models for code, such as Copilot/Codex (Github/OpenAI) and AlphaCode (DeepMind). Above human average performance on programming challenges is…

软件工程 · 计算机科学 2023-03-08 Rohith Pudari , Neil A. Ernst

AI-powered code assistants, such as Copilot, are quickly becoming a ubiquitous component of contemporary coding contexts. Among these environments, computational notebooks, such as Jupyter, are of particular interest as they provide rich…

人机交互 · 计算机科学 2023-01-27 Andrew M. McNutt , Chenglong Wang , Robert A. DeLine , Steven M. Drucker

Recent years have seen a surge of interest in the field of explainable AI (XAI), with a plethora of algorithms proposed in the literature. However, a lack of consensus on how to evaluate XAI hinders the advancement of the field. We…

人工智能 · 计算机科学 2022-09-22 Q. Vera Liao , Yunfeng Zhang , Ronny Luss , Finale Doshi-Velez , Amit Dhurandhar

The software development industry is amid another disruptive paradigm change - adopting the use of generative AI (GAI) assistants for programming. Whilst AI is already used in various areas of software engineering, GAI technologies, such as…

软件工程 · 计算机科学 2023-08-21 Christopher Bull , Ahmed Kharrufa

In the software industry, artificial intelligence (AI) has been utilized more and more in software development activities. In some activities, such as coding, AI has already been an everyday tool, but in software testing activities AI it…

软件工程 · 计算机科学 2025-04-08 Katja Karhu , Jussi Kasurinen , Kari Smolander

Measuring developer productivity is a topic that has attracted attention from both academic research and industrial practice. In the age of AI coding assistants, it has become even more important for both academia and industry to understand…

软件工程 · 计算机科学 2026-02-04 Valerie Chen , Jasmyn He , Behnjamin Williams , Jason Valentino , Ameet Talwalkar

Programmers often seek help from Q\&A websites to resolve issues they encounter during programming. Stack Overflow has been a widely used platform for this purpose for over a decade. Recently, revolutionary AI-powered platforms like ChatGPT…

软件工程 · 计算机科学 2023-08-29 Jinrun Liu , Xinyu Tang , Linlin Li , Panpan Chen , Yepang Liu

AI-powered coding assistants are rapidly becoming fixtures in professional IDEs, yet their sustained influence on everyday development remains poorly understood. Prior research has focused on short-term use or self-reported perceptions,…

软件工程 · 计算机科学 2026-03-31 Agnia Sergeyuk , Eric Huang , Dariia Karaeva , Anastasiia Serova , Yaroslav Golubev , Iftekhar Ahmed

Recent advances in AI coding tools powered by large language models (LLMs) have shown strong capabilities in software engineering tasks, raising expectations of major productivity gains. Tools such as Cursor and Claude Code have popularized…

软件工程 · 计算机科学 2026-02-03 Xin Peng , Chong Wang

Compound AI applications, composed from interactions between Large Language Models (LLMs), Machine Learning (ML) models, external tools and data sources are quickly becoming an integral workload in datacenters. Their diverse sub-components…

分布式、并行与集群计算 · 计算机科学 2026-04-14 Paramuth Samuthrsindh , Angel Cervantes , Varun Gohil , Gohar Irfan Chaudhry , Christina Delimitrou , Adam Belay

Timely, personalized feedback is essential for students learning programming. LLM-powered tools like ChatGPT offer instant support, but reveal direct answers with code, which may hinder deep conceptual engagement. We developed CodeAid, an…

This paper investigates the dynamics of human AI collaboration in software engineering, focusing on the use of ChatGPT. Through a thematic analysis of a hands on workshop in which 22 professional software engineers collaborated for three…

软件工程 · 计算机科学 2023-12-19 Muhammad Hamza , Dominik Siemon , Muhammad Azeem Akbar , Tahsinur Rahman

Integrated Development Environments (IDEs) have become central to modern software development, especially with the integration of Artificial Intelligence (AI) to enhance programming efficiency and decision-making. The study of in-IDE…

软件工程 · 计算机科学 2024-01-23 Agnia Sergeyuk , Sergey Titov , Maliheh Izadi

Artificial intelligence (AI), including large language models and generative AI, is emerging as a significant force in software development, offering developers powerful tools that span the entire development lifecycle. Although software…

软件工程 · 计算机科学 2025-02-06 Christoph Treude , Marco A. Gerosa

Continuous Integration (CI) is widely adopted in modern software development, yet adoption decisions are often made without systematic consideration of project context. Platforms such as GitHub Actions lower the barrier to CI adoption but…

软件工程 · 计算机科学 2026-04-14 Osamah H. Alaini , Taher A. Ghaleb

AI-powered coding assistant tools have revolutionized the software engineering ecosystem. However, prior work has demonstrated that these tools are vulnerable to poisoning attacks. In a poisoning attack, an attacker intentionally injects…

密码学与安全 · 计算机科学 2023-12-12 Sanghak Oh , Kiho Lee , Seonhye Park , Doowon Kim , Hyoungshick Kim

The development of AI applications is a multidisciplinary effort, involving multiple roles collaborating with the AI developers, an umbrella term we use to include data scientists and other AI-adjacent roles on the same team. During these…

计算机与社会 · 计算机科学 2021-04-16 David Piorkowski , Soya Park , April Yi Wang , Dakuo Wang , Michael Muller , Felix Portnoy

The study on GitHub Copilot by GovTech Singapore's Engineering Productivity Programme (EPP) reveals significant potential for AI Code Assistant tools to boost developer productivity and improve application quality in the public sector.…

软件工程 · 计算机科学 2024-09-27 Kevin KB Ng , Liyana Fauzi , Leon Leow , Jaren Ng