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The rapid adoption of large language models has led to the emergence of AI coding agents that autonomously create pull requests on GitHub. However, how these agents differ in their pull request description characteristics, and how human…

Artificial Intelligence · Computer Science 2026-02-20 Kan Watanabe , Rikuto Tsuchida , Takahiro Monno , Bin Huang , Kazuma Yamasaki , Youmei Fan , Kazumasa Shimari , Kenichi Matsumoto

Testing is a critical practice for ensuring software correctness and long-term maintainability. As agentic coding tools increasingly submit pull requests (PRs), it becomes essential to understand how testing appears in these agent-driven…

Software Engineering · Computer Science 2026-01-08 Sabrina Haque , Sarvesh Ingale , Christoph Csallner

We propose a syntax and semantics for interactive abstract state machines to deal with the following situation. A query is issued during a certain step, but the step ends before any reply is received. Later, a reply arrives, and later yet…

Programming Languages · Computer Science 2008-11-07 Andreas Blass , Yuri Gurevich

Although coding agents have introduced new coordination dynamics in collaborative software development, detailed interactions in practice remain underexplored, especially for the code review process. In this study, we mine agent-authored PR…

Software Engineering · Computer Science 2026-04-07 Islem Khemissi , Moataz Chouchen , Dong Wang , Raula Gaikovina Kula

Pull Requests (PRs) are a mechanism on modern collaborative coding platforms, such as GitHub. PRs allow developers to tell others that their code changes are available for merging into another branch in a repository. A PR needs to be…

Software Engineering · Computer Science 2022-07-01 Ting Zhang , Ivana Clairine Irsan , Ferdian Thung , DongGyun Han , David Lo , Lingxiao Jiang

Pull Requests (PRs) that are neither progressed nor resolved clutter the list of PRs, making it difficult for the maintainers to manage and prioritize unresolved PRs. To automatically track, follow up, and close such inactive PRs, Stale bot…

Software Engineering · Computer Science 2024-08-23 SayedHassan Khatoonabadi , Diego Elias Costa , Suhaib Mujahid , Emad Shihab

The rapid adoption of large language models (LLMs) like ChatGPT has introduced new dynamics in software development, particularly within pull request workflows. While prior research has examined the quality of AI-generated code, less is…

Software Engineering · Computer Science 2026-04-07 Daniel Ogenrwot , John Businge

As Software Engineering enters its new era (SE 3.0), AI coding agents increasingly automate software development workflows. However, it remains unclear how exactly these agents recognize and address software energy concerns-an issue growing…

Software Engineering · Computer Science 2026-01-01 Tanjum Motin Mitul , Md. Masud Mazumder , Md Nahidul Islam Opu , Shaiful Chowdhury

The pull-based development is widely adopted in modern open-source software (OSS) projects, where developers propose changes to the codebase by submitting a pull request (PR). However, due to many reasons, PRs in OSS projects frequently…

Software Engineering · Computer Science 2023-04-18 Kazi Amit Hasan , Marcos Macedo , Yuan Tian , Bram Adams , Steven Ding

Voice assistants like Amazon's Alexa, Google's Assistant, or Apple's Siri, have become the primary (voice) interface in smart speakers that can be found in millions of households. For privacy reasons, these speakers analyze every sound in…

Cryptography and Security · Computer Science 2020-08-04 Lea Schönherr , Maximilian Golla , Thorsten Eisenhofer , Jan Wiele , Dorothea Kolossa , Thorsten Holz

In this paper, we present a comparative study of five autonomous coding agents using AIDev-pop, which is a public dataset containing thousands of AI-generated pull requests (PRs) across popular open-source repositories. We evaluate agents'…

Software Engineering · Computer Science 2026-02-03 Shojibur Rahman , Md Fazle Rabbi , Minhaz Zibran

As AI systems increasingly shape political views, defining and evaluating AI political neutrality is an urgent problem. Here, we propose a new definition of AI political neutrality and design a large-scale user study to test it, releasing a…

Computers and Society · Computer Science 2026-05-29 Jonathan Stray , David Zhai Yang , Steven Luo , Miu Nicole Takagi , Serina Chang

In recent years, several personalized assistants based on AI have been researched and developed to help users make privacy-related decisions. These AI-driven Personalized Privacy Assistants (AI-driven PPAs) can provide significant benefits…

Computers and Society · Computer Science 2025-11-24 Victor Morel , Leonardo Iwaya , Simone Fischer-Hübner

Real-world requests to AI agents are fundamentally underspecified. Natural human communication relies on shared context and unstated constraints that speakers expect listeners to infer. Current agentic benchmarks test explicit…

Artificial Intelligence · Computer Science 2026-02-25 Ved Sirdeshmukh , Marc Wetter

Software projects frequently use automation tools to perform repetitive activities in the distributed software development process. Recently, GitHub introduced GitHub Actions, a feature providing automated workflows for software projects.…

Software Engineering · Computer Science 2024-01-24 Mairieli Wessel , Joseph Vargovich , Marco A. Gerosa , Christoph Treude

Following the recent release of AI assistants, such as OpenAI's ChatGPT and GitHub Copilot, the software industry quickly utilized these tools for software development tasks, e.g., generating code or consulting AI for advice. While recent…

The software engineering community recently has witnessed widespread deployment of AI programming assistants, such as GitHub Copilot. However, in practice, developers do not accept AI programming assistants' initial suggestions at a high…

Software Engineering · Computer Science 2023-09-19 Jenny T. Liang , Chenyang Yang , Brad A. Myers

Large language models are increasingly discussed and used as tools that may assist with scholarly peer review, but empirical evidence regarding how authors use and perceive AI-based feedback remains limited. This paper reports findings from…

Computers and Society · Computer Science 2026-05-19 César Leblanc , Lukas Picek

Repository-level code editing requires models to understand complex dependencies and execute precise multi-file modifications across a large codebase. While recent gains on SWE-bench rely heavily on complex agent scaffolding, it remains…

Software Engineering · Computer Science 2026-02-10 Qinglin Zhu , Tianyu Chen , Shuai Lu , Lei Ji , Runcong Zhao , Murong Ma , Xiangxiang Dai , Yulan He , Lin Gui , Peng cheng , Yeyun Gong

As software engineering moves toward SE3.0, AI agents are increasingly used to carry out development tasks and contribute changes to software projects. It is therefore important to understand the extent of these contributions and how human…

Software Engineering · Computer Science 2026-01-29 Kazuma Yamasaki , Joseph Ayobami Joshua , Tasha Settewong , Mahmoud Alfadel , Kazumasa Shimari , Kenichi Matsumoto