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Machine Learning (ML) Operations (MLOps) frameworks have been conceived to support developers and AI engineers in managing the lifecycle of their ML models. While such frameworks provide a wide range of features, developers may leverage…

Software Engineering · Computer Science 2026-01-27 Fiorella Zampetti , Federico Stocchetti , Federica Razzano , Damian Andrew Tamburri , Massimiliano Di Penta

CI/CD practices play a significant role during collaborative software development by automating time-consuming and repetitive tasks such as testing, building, quality checking, dependency and security management. GitHub Actions, the CI/CD…

Software Engineering · Computer Science 2026-03-03 Pooya Rostami Mazrae , Alexandre Decan , Tom Mens , Mairieli Wessel

As machine learning (ML) and artificial intelligence (AI) technologies become more widespread, concerns about their environmental impact are increasing due to the resource-intensive nature of training and inference processes. Green AI…

Software Engineering · Computer Science 2025-01-06 Vincenzo De Martino , Silverio Martínez-Fernández , Fabio Palomba

Machine learning (ML) is increasingly applied across industries to automate decision-making, but concerns about ethical and legal compliance remain due to limited transparency, fairness, and accountability. Monitoring through logging a…

Software Engineering · Computer Science 2025-08-26 Patrick Loic Foalem , Leuson Da Silva , Foutse Khomh , Heng Li , Ettore Merlo

In recent years, Continuous Integration (CI) and Continuous Delivery (CD) has been heatedly discussed and widely used in part or all of the software development life cycle as the practices and pipeline to deliver software products in an…

Software Engineering · Computer Science 2022-05-11 Yajing Luo , Peng Liang , Mojtaba Shahin , Zengyang Li , Chen Yang

It's long been accepted that continuous integration (CI) in software engineering increases the code quality of enterprise projects when adhered to by it's practitioners. But is any of that effort to increase code quality and velocity…

Software Engineering · Computer Science 2024-02-13 Parth Sane

A long continuous integration (CI) build forces developers to wait for CI feedback before starting subsequent development activities, leading to time wasted. In addition to a variety of build scheduling and test selection heuristics studied…

Software Engineering · Computer Science 2024-10-15 Shenyu Zheng , Bram Adams , Ahmed E. Hassan

Continuous Integration (CI) and Continuous Delivery (CD) have been demonstrated to be effective in facilitating software building, testing, and deployment. Many research studies have investigated and subsequently improved their working…

Software Engineering · Computer Science 2022-10-25 Pei Liu , Xiaoyu Sun , Yanjie Zhao , Yonghui Liu , John Grundy , Li Li

Numerous articles emphasize the benefits of implementing Continuous Integration and Delivery (CI/CD) pipelines in software development. These pipelines are expected to improve the reputation of a project and decrease the number of commits…

Software Engineering · Computer Science 2023-03-30 Jeffrey Fairbanks , Akshharaa Tharigonda , Nasir U. Eisty

Continuous Integration (CI) implies that a whole developer team works together on the mainline of a software project. CI systems automate the builds of a software. Sometimes a developer checks in code, which breaks the build. A broken build…

Software Engineering · Computer Science 2017-03-30 Klérisson V. R. Paixão , Crícia Z. Felício , Fernanda M. Delfim , Marcelo de A. Maia

Context: Continuous practices, i.e., continuous integration, delivery, and deployment, are the software development industry practices that enable organizations to frequently and reliably release new features and products. With the…

Software Engineering · Computer Science 2017-03-22 Mojtaba Shahin , Muhammad Ali Babar , Liming Zhu

To alleviate the cost of regression testing in continuous integration (CI), a large number of machine learning-based (ML-based) test case prioritization techniques have been proposed. However, it is yet unknown how they perform under the…

Software Engineering · Computer Science 2023-11-23 Yifan Zhao , Dan Hao , Lu Zhang

Machine Learning (ML) models are widely used across various domains, including medical diagnostics and autonomous driving. To support this growth, cloud providers offer ML services to ease the integration of ML components in software…

Software Engineering · Computer Science 2025-10-22 Hadil Ben Amor , Manel Abdellatif , Taher Ghaleb

Continuous Integration (CI) is a development practice where developers frequently integrate code into a common codebase. After the code is integrated, the CI server runs a test suite and other tools to produce a set of reports (e.g., output…

Software Engineering · Computer Science 2021-07-20 Thomas Durieux , Claire Le Goues , Michael Hilton , Rui Abreu

In the ever-evolving field of Deep Learning (DL), ensuring project quality and reliability remains a crucial challenge. This research investigates testing practices within DL projects in GitHub. It quantifies the adoption of testing…

Software Engineering · Computer Science 2024-10-24 Qurban Ali , Oliviero Riganelli , Leonardo Mariani

The popularity of continuous integration (CI) is increasing as a result of market pressure to release product features or updates frequently. The ability of CI to deliver quality at speed depends on reliable test automation. In this paper,…

Software Engineering · Computer Science 2022-02-10 Yuqing Wang , Mika Mäntylä , Zihao Liu , Jouni Markkula

The acceleration of software development and delivery requires rigorous continuous testing and deployment of software systems, which are being deployed in increasingly diverse, complex, and dynamic environments. In recent years, the…

Software Engineering · Computer Science 2024-10-28 Quentin Perez , Romain Lefeuvre , Thomas Degueule , Olivier Barais , Benoit Combemale

Logging is a common practice in traditional software development. Several research works have been done to investigate the different characteristics of logging practices in traditional software systems (e.g., Android applications, JAVA…

Software Engineering · Computer Science 2023-01-12 Patrick Loic Foalem , Foutse Khomh , Heng Li

Background: Open source software has an increasing importance in modern software development. However, there is also a growing concern on the sustainability of such projects, which are usually managed by a small number of developers,…

Software Engineering · Computer Science 2019-01-31 Jailton Coelho , Marco Tulio Valente , Luciana L. Silva , Emad Shihab

GitHub Marketplace is expanding by approximately 41% annually, with new tools; however, many additions replicate existing functionality. We study this phenomenon in the platform's largest segment, Continuous Integration (CI), by linking…

Software Engineering · Computer Science 2025-08-01 Elmira Onagh , Maleknaz Nayebi