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Continuous Integration (CI) is a cornerstone of modern software development. However, while widely adopted in traditional software projects, applying CI practices to Machine Learning (ML) projects presents distinctive characteristics. For…

Continuous Integration (CI) encompasses a set of widely adopted practices that enhance software development. However, there are indications that developers may not adequately monitor CI practices. Hence, this paper explores developers'…

Software Engineering · Computer Science 2025-06-10 Jadson Santos , Daniel Alencar da Costa , Shane McIntosh , Uirá Kulesza

Background. The rapid and growing popularity of machine learning (ML) applications has led to an increasing interest in MLOps, that is, the practice of continuous integration and deployment (CI/CD) of ML-enabled systems. Aims. Since changes…

Software Engineering · Computer Science 2022-09-26 Fabio Calefato , Filippo Lanubile , Luigi Quaranta

Background: Much research has been conducted to investigate the impact of Continuous Integration (CI) on the productivity and quality of open-source projects. Most of studies have analyzed the impact of adopting a CI server service (e.g,…

Software Engineering · Computer Science 2022-08-05 Jadson Santos , Daniel Alencar da Costa , Uirá Kulesza

Continuous Integration (CI) provides early feedback by automatically building software, but long build durations can hinder developer productivity. CI services use caching to speed up builds by reusing infrequently changing artifacts, yet…

Software Engineering · Computer Science 2026-03-20 Taher A. Ghaleb , Daniel Alencar da Costa , Ying Zou

A core goal of Continuous Integration (CI) is to make small incremental changes to software projects, which are integrated frequently into a mainline repository or branch. This paper presents an empirical study that investigates if…

Software Engineering · Computer Science 2018-09-17 Sebastian Baltes , Jascha Knack , Daniel Anastasiou , Ralf Tymann , Stephan Diehl

Continuous Integration (CI) has evolved from a tooling strategy to a fundamental mindset in modern CI engineering. It enables teams to develop, test, and deliver software rapidly and collaboratively. Among CI services, GitHub Actions (GHA)…

Software Engineering · Computer Science 2025-07-25 Edward Abrokwah , Taher A. Ghaleb

Continuous integration (CI) tools integrate code changes by automatically compiling, building, and executing test cases upon submission of code changes. Use of CI tools is getting increasingly popular, yet how proprietary projects reap the…

Software Engineering · Computer Science 2018-09-17 Akond Rahman , Amritanshu Agrawal , Rahul Krishna , Alexander Sobran

Continuous Integration (CI) has become a well-established software development practice for automatically and continuously integrating code changes during software development. An increasing number of Machine Learning (ML) based approaches…

Software Engineering · Computer Science 2023-04-07 Ali Kazemi Arani , Mansooreh Zahedi , Triet Huynh Minh Le , Muhammad Ali Babar

Continuous Integration (CI) services, such as GitHub Actions and Travis CI, are widely adopted in open-source development to automate testing and deployment. Though existing research often examines individual services in isolation, it…

Software Engineering · Computer Science 2025-07-29 Nitika Chopra , Taher A. Ghaleb

Continuous Integration (CI) is a software development practice that builds and tests software frequently (e.g., at every push). One main motivator to adopt CI is the potential to deliver software functionalities more quickly than not using…

Software Engineering · Computer Science 2023-05-29 João Helis Bernardo , Daniel Alencar da Costa , Uirá Kulesza , Christoph Treude

In 2006, Fowler and Foemmel defined ten core Continuous Integration (CI) practices that could increase the speed of software development feedback cycles and improve software quality. Since then, these practices have been widely adopted by…

Software Engineering · Computer Science 2021-03-11 Omar Elazhary , Colin Werner , Ze Shi Li , Derek Lowlind , Neil Ernst , Margaret-Anne Storey

GitHub workflows or GitHub CI is a popular continuous integration platform that enables developers to automate various software engineering tasks by specifying them as workflows, i.e., YAML files with a list of jobs. However, engineering…

Software Engineering · Computer Science 2024-03-20 Xinyu Zhang , Siddharth Muralee , Sourag Cherupattamoolayil , Aravind Machiry

Continuous integration is an indispensable step of modern software engineering practices to systematically manage the life cycles of system development. Developing a machine learning model is no difference - it is an engineering process…

Machine Learning · Computer Science 2019-03-04 Cedric Renggli , Bojan Karlaš , Bolin Ding , Feng Liu , Kevin Schawinski , Wentao Wu , Ce Zhang

The constant demand for new features and bug fixes are forcing software projects to shorten cycles and deliver updates ever faster, while sustaining software quality. The availability of inexpensive, virtualized, cloud-computing has helped…

Software Engineering · Computer Science 2016-06-03 Yue Yu , Bogdan Vasilescu , Huaimin Wang , Vladimir Filkov , Premkumar Devanbu

Continuous integration is a software engineering practice of frequently merging all developer working copies with a shared main branch, e.g., several times a day. With the advent of GitHub, a platform well known for its "social coding"…

Software Engineering · Computer Science 2015-12-08 Bogdan Vasilescu , Stef van Schuylenburg , Jules Wulms , Alexander Serebrenik , Mark G. J. van den Brand

The growing popularity of machine learning (ML) and the integration of ML components with other software artifacts has led to the use of continuous integration and delivery (CI/CD) tools, such as Travis CI, GitHub Actions, etc. that enable…

Software Engineering · Computer Science 2025-02-25 Dhia Elhaq Rzig , Alaa Houerbi , Rahul Ghanshyam Chavan , Foyzul Hassan

Teaching programming using Massive Open Online Courses (MOOCs) is gaining popularity due to their scalability and efficiency of knowledge distribution. However, participating in these courses usually means fully committing to the supplied…

Software Engineering · Computer Science 2018-09-05 Christoph Matthies , Arian Treffer , Matthias Uflacker

Mobile apps face strong pressure for fast and reliable updates. Continuous Integration (CI) helps automate builds, tests, and releases, but its impact on mobile development remains underexplored. Despite the widespread use of CI, little is…

Software Engineering · Computer Science 2026-02-03 Xiaoxin Zhou , Taher A. Ghaleb , Safwat Hassan

Continuous Integration/Continuous Delivery (CI/CD) caching is widely used to reduce repeated computation and improve CI/CD efficiency, yet maintaining effective caching requires ongoing maintenance effort. In this paper, we present the…

Software Engineering · Computer Science 2026-04-16 Kazi Amit Hasan , Yuan Tian , Safwat Hassan , Steven H. H. Ding
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