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State-of-the-art machine translation models are still not on par with human translators. Previous work takes human interactions into the neural machine translation process to obtain improved results in target languages. However, not all…

Computation and Language · Computer Science 2019-08-14 Rongxiang Weng , Hao Zhou , Shujian Huang , Lei Li , Yifan Xia , Jiajun Chen

Continuous integration (CI) is a widely used practice in modern software engineering. Unfortunately, it is also an expensive practice - Google and Mozilla estimate their CI systems in millions of dollars. There are a number of techniques…

Software Engineering · Computer Science 2021-02-15 Xianhao Jin , Francisco Servant

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

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

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 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

When a developer pushes a change to an application's codebase, a good practice is to have a test case specifying this behavioral change. Thanks to continuous integration (CI), the test is run on subsequent commits to check that they do no…

Software Engineering · Computer Science 2023-05-05 Benjamin Danglot , Martin Monperrus , Walter Rudametkin , Benoit Baudry

In this paper, we study the benefits and challenges of monitoring Continuous Integration (CI) practices in software development. Our aim is to evaluate the impact of monitoring seven CI practices in industry using three organizations in…

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

Developers often evolve an existing software system by making internal changes, called migration. Moving to a new framework, changing implementation to improve efficiency, and upgrading a dependency to its latest version are examples of…

Software Engineering · Computer Science 2025-04-15 Celal Ziftci , Stoyan Nikolov , Anna Sjövall , Bo Kim , Daniele Codecasa , Max Kim

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

Model deployment in machine learning has emerged as an intriguing field of research in recent years. It is comparable to the procedure defined for conventional software development. Continuous Integration and Continuous Delivery (CI/CD)…

Software Engineering · Computer Science 2022-02-09 Satvik Garg , Pradyumn Pundir , Geetanjali Rathee , P. K. Gupta , Somya Garg , Saransh Ahlawat

Computing systems rarely deliver best possible performance due to ever increasing hardware and software complexity and limitations of the current optimization technology. Additional code and architecture optimizations are often required to…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-07-15 Grigori Fursin

DevOps is a combination of methodologies and tools that improves the software development, build, deployment, and monitoring processes by shortening its lifecycle and improving software quality. Part of this process is CI/CD, which embodies…

Software Engineering · Computer Science 2024-02-28 Hugo da Gião , André Flores , Rui Pereira , Jácome Cunha

Modern software programs are built on stacks that are often undergoing changes that introduce updates and improvements, but may also break any project that depends upon them. In this paper we explore the use of Large Language Models (LLMs)…

Software Engineering · Computer Science 2025-11-04 Katherine A. Rosenfeld , Cliff C. Kerr , Jessica Lundin

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

The complexity and size increase of software has extended the delay for developers as they wait for code analysis and code merge. With the larger and more complex software, more developers nowadays are developing software with large source…

Software Engineering · Computer Science 2021-02-01 Geunsik Lim , MyungJoo Ham , Jijoong Moon , Wook Song

Context: Continuous integration (CI) is a software engineering technique that proclaims a set of frequent activities to assure the health of the software product. Researchers and practitioners mention several benefits related to CI.…

Software Engineering · Computer Science 2022-01-11 Eliezio Soares , Gustavo Sizilio , Jadson Santos , Daniel Alencar , Uira Kulesza

Cloud service providers are adopting Trusted Execution Environments (TEEs) to provide hardware-guaranteed security to applications running on remote, untrusted data centers. However, migrating such applications still relies on the…

Cryptography and Security · Computer Science 2026-01-21 Sandeep Kumar , Abhisek Panda , Smruti R. Sarangi

Continual Imitation Learning (CiL) involves extracting and accumulating task knowledge from demonstrations across multiple stages and tasks to achieve a multi-task policy. With recent advancements in foundation models, there has been a…

Machine Learning · Computer Science 2025-01-22 Daehee Lee , Minjong Yoo , Woo Kyung Kim , Wonje Choi , Honguk Woo

Continuous integration and delivery (CI/CD) are nowadays at the core of software development. Their benefits come at the cost of setting up and maintaining the CI/CD pipeline, which requires knowledge and skills often orthogonal to those…

Software Engineering · Computer Science 2023-09-07 Antonio Mastropaolo , Fiorella Zampetti , Gabriele Bavota , Massimiliano Di Penta