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Related papers: Human-AI Synergy in Agentic Code Review

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As generative AI (GenAI) systems become increasingly proficient at simulating human-like and well-reasoned text, users may attribute authority to AI outputs, shaping how they engage with writing and reasoning tasks. While prior work has…

Human-Computer Interaction · Computer Science 2026-05-18 Vitor H. A. Welzel , Nicholas Vincent

Code review is a socio-technical practice, yet how software engineers engage in Large Language Model (LLM)-assisted code reviews compared to human peer-led reviews is less understood. We report a two-phase qualitative study with 20 software…

Software Engineering · Computer Science 2025-12-08 Adam Alami , Nathan Cassee , Thiago Rocha Silva , Elda Paja , Neil A. Ernst

Analyzing usability test videos is arduous. Although recent research showed the promise of AI in assisting with such tasks, it remains largely unknown how AI should be designed to facilitate effective collaboration between user experience…

Human-Computer Interaction · Computer Science 2021-12-24 Mingming Fan , Xianyou Yang , Tsz Tung Yu , Vera Q. Liao , Jian Zhao

IDE-integrated AI coding assistants, which operate conversationally within developers' working codebases with access to project context and multi-file editing, are rapidly reshaping software development. However, empirical investigation of…

Software Engineering · Computer Science 2026-04-02 Ningzhi Tang , Chaoran Chen , Zihan Fang , Gelei Xu , Maria Dhakal , Yiyu Shi , Collin McMillan , Yu Huang , Toby Jia-Jun Li

Code-recommendation systems, such as Copilot and CodeWhisperer, have the potential to improve programmer productivity by suggesting and auto-completing code. However, to fully realize their potential, we must understand how programmers…

Software Engineering · Computer Science 2024-04-23 Hussein Mozannar , Gagan Bansal , Adam Fourney , Eric Horvitz

Modern AI agents optimize programs by refactoring source code to trigger trusted compiler transformations. This preserves program semantics and reduces source code pollution, making the program easier to maintain and portable across…

Programming Languages · Computer Science 2026-04-16 Akash Deo , Simone Campanoni , Tommy McMichen

With the rapid development of AI technologies, thousands of AI papers are being published each year. Many of these papers have released sample code to facilitate follow-up researchers. This paper presents an explorative study of over 1700…

Digital Libraries · Computer Science 2019-03-06 Boyang Zhang

This article presents the results and their discussion for the third wave (with n=23 participants) within a multinational longitudinal study that investigates the evolving paradigm of human-AI collaboration in problem-solving contexts.…

Computers and Society · Computer Science 2025-12-16 Matthias Huemmer , Theophile Shyiramunda , Franziska Durner , Michelle J. Cummings-Koether

While research on human-AI collaboration exists, it mainly examined language learning and used traditional counting methods with little attention to evolution and dynamics of collaboration on cognitively demanding tasks. This study examines…

Human-Computer Interaction · Computer Science 2025-08-18 Mohammed Saqr , Kamila Misiejuk , Sonsoles López-Pernas

Artificial intelligence (AI) models for computer vision trained with supervised machine learning are assumed to solve classification tasks by imitating human behavior learned from training labels. Most efforts in recent vision research…

Computer Vision and Pattern Recognition · Computer Science 2025-02-19 Minghao Liu , Jiaheng Wei , Yang Liu , James Davis

Timely and high-quality feedback is essential for effective learning in programming courses; yet, providing such support at scale remains a challenge. While AI-based systems offer scalable and immediate help, their responses can…

Computers and Society · Computer Science 2026-01-27 Tung Phung , Heeryung Choi , Mengyan Wu , Christopher Brooks , Sumit Gulwani , Adish Singla

Effective human-AI collaboration requires a system design that provides humans with meaningful ways to make sense of and critically evaluate algorithmic recommendations. In this paper, we propose a way to augment human-AI collaboration by…

Machine Learning · Computer Science 2022-05-03 Maria De-Arteaga , Alexandra Chouldechova , Artur Dubrawski

Autonomous AI agents are transforming software development and redefining how developers collaborate with AI. Prior research shows that the adoption and use of AI-powered tools differ between core and peripheral developers. However, it…

Software Engineering · Computer Science 2026-01-29 Shamse Tasnim Cynthia , Joy Krishan Das , Banani Roy

Advances in artificial intelligence (AI) are enabling systems that augment and collaborate with humans to perform simple, mechanistic tasks like scheduling meetings and grammar-checking text. However, such Human-AI collaboration poses…

Computation and Language · Computer Science 2022-03-30 Ashish Sharma , Inna W. Lin , Adam S. Miner , David C. Atkins , Tim Althoff

Modern code review is a critical quality assurance process that is widely adopted in both industry and open source software environments. This process can help newcomers learn from the feedback of experienced reviewers; however, it often…

Software Engineering · Computer Science 2024-02-07 Hong Yi Lin , Patanamon Thongtanunam , Christoph Treude , Wachiraphan Charoenwet

We examine "vibe coding": an emerging programming paradigm where developers primarily write code by interacting with code-generating large language models rather than writing code directly. We present the first empirical study of vibe…

Human-Computer Interaction · Computer Science 2025-10-06 Advait Sarkar , Ian Drosos

Current AI writing support tools are largely designed for individuals, complicating collaboration when co-writers must leave the shared workspace to use AI and then communicate and reintegrate results. We propose integrating AI agents…

Human-Computer Interaction · Computer Science 2026-02-24 Florian Lehmann , Krystsina Shauchenka , Daniel Buschek

Software bots have been facilitating several development activities in Open Source Software (OSS) projects, including code review. However, these bots may bring unexpected impacts to group dynamics, as frequently occurs with new technology…

Software Engineering · Computer Science 2024-01-24 Mairieli Wessel , Alexander Serebrenik , Igor Wiese , Igor Steinmacher , Marco A. Gerosa

Peer code review locates common coding rule violations and simple logical errors in the early phases of software development, and thus reduces overall cost. However, in GitHub, identifying an appropriate code reviewer for a pull request is…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

AI coding agents are increasingly contributing to software development, yet their impact on mobile development has received little empirical attention. In this paper, we present the first category-level empirical study of agent-generated…

Software Engineering · Computer Science 2026-02-13 Muhammad Ahmad Khan , Hasnain Ali , Muneeb Rana , Muhammad Saqib Ilyas , Abdul Ali Bangash