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We introduce the AutoGRAMS framework for programming multi-step interactions with language models. AutoGRAMS represents AI agents as a graph, where each node can execute either a language modeling instruction or traditional code. Likewise,…

Computation and Language · Computer Science 2024-07-16 Ben Krause , Lucia Chen , Emmanuel Kahembwe

Generative AI assistants have been widely used in front-end programming. However, besides code writing, developers often encounter the need to generate animation effects. As novices in creative design without the assistance of professional…

Human-Computer Interaction · Computer Science 2025-06-30 Tianrun Qiu , Yuxin Ma

This study examines the role of vagueness in the design process and its strategic management for the effective human-AI interaction. While vagueness in the generation of design ideas promotes diverse interpretations and prevents fixation,…

Human-Computer Interaction · Computer Science 2024-11-14 Myungjin Kim , Bogoan Kim , Kyungsik Han

The research applies AI-driven code assistants to analyze a selection of influential computer code that has shaped modern technology, including email, internet browsing, robotics, and malicious software. The original contribution of this…

Machine Learning · Computer Science 2023-01-10 David Noever , Kevin Williams

The availability of generative Artificial Intelligence (AI) tools such as ChatGPT or GitHub Copilot is reshaping the way in which software is developed, evolved, and maintained. Oftentimes, developers leave traces of such an usage in…

Generative AI is reshaping higher education programming through vibe coding, where students collaborate with AI via natural language rather than writing code line-by-line. We conceptualize this practice as help-seeking, analyzing 19,418…

Artificial Intelligence · Computer Science 2026-05-01 Daiana Rinja , Eduardo Araujo Oliveira , Sonsoles López-Pernas , Mohammed Saqr , Marcus Specht , Kamila Misiejuk

The past two years have witnessed the evolution of large language model (LLM)-based multi-agent systems from labor-intensive manual design to partial automation (\textit{e.g.}, prompt engineering, communication topology) and eventually to…

Machine Learning · Computer Science 2025-02-12 Guibin Zhang , Kaijie Chen , Guancheng Wan , Heng Chang , Hong Cheng , Kun Wang , Shuyue Hu , Lei Bai

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

Getting acquainted with a large codebase can be a daunting task for software developers, both new and seasoned. The description of a codebase and its development should be the purpose of its documentation. However, software documentation,…

Software Engineering · Computer Science 2025-02-27 Adam Štěpánek , David Kuťák , Barbora Kozlíková , Jan Byška

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…

Software Engineering · Computer Science 2025-02-06 Christoph Treude , Marco A. Gerosa

Current in-IDE AI coding tools typically rely on time-consuming manual prompting and context management, whereas proactive alternatives that anticipate developer needs without explicit invocation remain underexplored. Understanding when…

Human-Computer Interaction · Computer Science 2026-01-16 Nadine Kuo , Agnia Sergeyuk , Valerie Chen , Maliheh Izadi

Introductory programming courses often emphasize mastering syntax and basic constructs before progressing to more complex and interesting programs. This bottom-up approach can be frustrating for novices, shifting the focus away from problem…

Computers and Society · Computer Science 2024-10-07 Chris Kerslake , Paul Denny , David H Smith , James Prather , Juho Leinonen , Andrew Luxton-Reilly , Stephen MacNeil

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

AI-powered programming assistants are increasingly gaining popularity, with GitHub Copilot alone used by over a million developers worldwide. These tools are far from perfect, however, producing code suggestions that may be incorrect in…

Human-Computer Interaction · Computer Science 2024-02-26 Kasra Ferdowsi , Ruanqianqian Huang , Michael B. James , Nadia Polikarpova , Sorin Lerner

Generative AI tools are increasingly used for coursework help, shifting much of students' help-seeking and reasoning into student-AI chats that are largely invisible to instructors. This loss of visibility can weaken instructors' ability to…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Baofeng Ren , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

Search engines can quickly response a hyperlink list according to query keywords. However, when a query is complex, developers need to repeatedly refine the search keywords and open a large number of web pages to find and summarize answers.…

Artificial Intelligence · Computer Science 2020-12-29 Xuejiao Zhao , Huanhuan Chen , Zhenchang Xing , Chunyan Miao

Artificial Intelligence (AI) is reshaping how developers adopt software engineering practices, yet the multi-dimensional nature of developer-AI interaction remains under-explored. Prior studies have primarily examined dimensions observable…

Software Engineering · Computer Science 2026-05-01 Yinan Wu , Ze Shi Li , Kathryn Thomasset Stolee , Bowen Xu

Humans often rely on underlying structural patterns-schemas-to create, whether by writing stories, designing software, or composing music. Schemas help organize ideas and guide exploration, but they are often difficult to discover and…

Human-Computer Interaction · Computer Science 2025-08-08 Sitong Wang

This paper presents Idiolect, an open source (https://github.com/OpenASR/idiolect) IDE plugin for voice coding and a novel approach to building bots that allows for users to define custom commands on-the-fly. Unlike traditional chatbots,…

Software Engineering · Computer Science 2023-05-08 Breandan Considine , Nicholas Albion , Xujie Si

The evolution of LLM has resulted in coding-focused models that are able to produce code snippets with high accuracy. More and more AI coding assistant tools are now available, leading to greater integration of AI coding assistants into…

Software Engineering · Computer Science 2026-04-14 Neha Rani , Jeevan Ram Munnangi , Austin Matthew Spangler , Donald Honeycutt