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Continuous Integration (CI) pipelines for embedded software sometimes fail during compilation, consuming significant developer time for debugging. We study four major open-source embedded system projects, spanning over 4000 build failures…

Software Engineering · Computer Science 2026-02-25 Han Fu , Andreas Ermedahl , Sigrid Eldh , Kristian Wiklund , Philipp Haller , Cyrille Artho

Fault-detection, localization, and repair methods are vital to software quality; but it is difficult to evaluate their generality, applicability, and current effectiveness. Large, diverse, realistic datasets of durably-reproducible faults…

Continuous Integration (CI) is widely used to provide rapid feedback on code changes; however, CI build outcomes are not always reliable. Builds may fail intermittently due to non-deterministic factors, leading to flaky builds that…

Software Engineering · Computer Science 2026-02-03 Wenhao Ge , Chen Zhang

Continuous Integration (CI) enforces repository-level correctness through multi-stage workflows and is central to modern software development, yet diagnosing and repairing CI failures remains challenging. Unlike traditional program repair,…

Software Engineering · Computer Science 2026-05-06 Rabeya Khatun Muna , Md Nakhla Rafi , Tse-Hsun , Chen

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

Continuous Integration (CI) systems often run many builds concurrently. In this setting, a legitimate build failure may not be caused by the code push that triggered it. Such unrelated build failures can waste developer effort because…

Software Engineering · Computer Science 2026-05-08 Andie Huang , Daniel Alencar da Costa , Grant Dick , Mariam El Mezouar

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

Industrial embedded systems often require specialized hardware. However, software engineers have access to such domain-specific hardware only at the continuous integration (CI) stage and have to use simulated hardware otherwise. This…

Software Engineering · Computer Science 2024-04-24 Han Fu , Sigrid Eldh , Kristian Wiklund , Andreas Ermedahl , Philipp Haller , Cyrille Artho

Continuous Integration (CI) consists of an automated build process involving continuous compilation, testing, and packaging of the software system. While CI comes up with several advantages related to quality and time to delivery, CI also…

Software Engineering · Computer Science 2025-08-26 Henri Aïdasso , Mohammed Sayagh , Francis Bordeleau

Massive, multi-language, monolithic repositories form the backbone of many modern, complex software systems. To ensure consistent code quality while still allowing fast development cycles, Continuous Integration (CI) is commonly applied.…

Software Engineering · Computer Science 2025-01-22 Daniel Schwendner , Maximilian Jungwirth , Martin Gruber , Martin Knoche , Daniel Merget , Gordon Fraser

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

Continuous integration (CI) is widely used by developers to ensure the quality and reliability of their software projects. However, diagnosing a CI regression is a tedious process that involves the manual analysis of lengthy build logs. In…

Software Engineering · Computer Science 2025-04-28 Nicolas Hubner , Jean-Rémy Falleri , Raluca Uricaru , Thomas Degueule , Thomas Durieux

The rapid advancement of Artificial Intelligence (AI) has led to its integration into various areas, especially with Large Language Models (LLMs) significantly enhancing capabilities in Artificial Intelligence Generated Content (AIGC).…

Software Engineering · Computer Science 2026-01-07 Guangba Yu , Gou Tan , Haojia Huang , Zhenyu Zhang , Pengfei Chen , Roberto Natella , Zibin Zheng

The co-development of hardware and software in industrial embedded systems frequently leads to compilation errors during continuous integration (CI). Automated repair of such failures is promising, but existing techniques rely on test…

Software Engineering · Computer Science 2025-10-16 Han Fu , Sigrid Eldh , Kristian Wiklund , Andreas Ermedahl , Philipp Haller , Cyrille Artho

The software industry is experiencing a surge in the adoption of Continuous Integration (CI) practices, both in commercial and open-source environments. CI practices facilitate the seamless integration of code changes by employing automated…

Software Engineering · Computer Science 2024-05-17 Hajer Mhalla , Mohamed Aymen Saied

Continuous Integration (CI) is a well-established practice in traditional software development, but its nuances in the domain of Machine Learning (ML) projects remain relatively unexplored. Given the distinctive nature of ML development,…

Software Engineering · Computer Science 2024-03-15 João Helis Bernardo , Daniel Alencar da Costa , Sérgio Queiroz de Medeiros , Uirá Kulesza

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

Software often fails in the field, however reproducing and debugging field failures is very challenging: the failure-inducing input may be missing, and the program setup can be complicated and hard to reproduce by the developers. In this…

Software Engineering · Computer Science 2023-09-21 Ashwin Kallingal Joshy , Benjamin Steenhoek , Xiuyuan Guo , Wei Le

Logging statements are essential for software debugging and maintenance. However, existing approaches to automatic logging generation rely on static analysis and produce statements in a single pass without considering runtime behavior. They…

Software Engineering · Computer Science 2026-04-01 Xin Wang , Yang Feng , Jiaoxiao Qian , Yang Zhang , Zhenhao Li , Zishuo Ding

Background: Continuous Integration (CI) systems are now the bedrock of several software development practices. Several tools such as TravisCI, CircleCI, and Hudson, that implement CI practices, are commonly adopted by software engineers.…

Software Engineering · Computer Science 2019-07-04 Wagner Felidré , Leonardo Furtado , Daniel da Costa , Bruno Cartaxo , Gustavo Pinto
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