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Reproducibility is widely acknowledged as a fundamental principle in scientific research. Currently, the scientific community grapples with numerous challenges associated with reproducibility, often referred to as the ''reproducibility…

Software Engineering · Computer Science 2024-09-16 Benjamin A. Antunes , David R. C. Hill

Continuous integration (CI) has become a ubiquitous practice in modern software development, with major code hosting services offering free automation on popular platforms. CI offers major benefits, as it enables detecting bugs in code…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-03 Todd Gamblin , Daniel S. Katz

To reproduce eScience, several challenges need to be solved: scientific workflows need to be automated; the involved software versions need to be provided in an unambiguous way; input data needs to be easily accessible; High-Performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-30 Kessy Abarenkov , Anne Fouilloux , Helmut Neukirchen , Abdulrahman Azab

In recent years, the research community has raised serious questions about the reproducibility of scientific work. In particular, since many studies include some kind of computing work, reproducibility is also a technological challenge, not…

Software Engineering · Computer Science 2023-08-03 Lázaro Costa , Susana Barbosa , Jácome Cunha

Research processes often rely on high-performance computing (HPC), but HPC is often seen as antithetical to "reproducibility": one would have to choose between software that achieves high performance, and software that can be deployed in a…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-16 Ludovic Courtès

This report synthesizes findings from the November 2024 Community Workshop on Practical Reproducibility in HPC, which convened researchers, artifact authors, reviewers, and chairs of reproducibility initiatives to address the critical…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-06 Kate Keahey , Marc Richardson , Rafael Tolosana Calasanz , Sascha Hunold , Jay Lofstead , Tanu Malik , Christian Perez

Reproducibility remains a central challenge in computational social science, where complex workflows, evolving software ecosystems, and inconsistent documentation hinder researchers ability to re-execute published methods. This study…

Human-Computer Interaction · Computer Science 2026-03-04 Fakhri Momeni , Sarah Sajid , Johannes Kiesel

Scientific processes rely on software as an important tool for data acquisition, analysis, and discovery. Over the years sustainable software development practices have made progress in being considered as an integral component of research.…

Software Engineering · Computer Science 2023-12-21 Akash Dhruv , Anshu Dubey

Scientific knowledge increasingly depends on complex computational processes where both hardware and software layers can influence research outcomes. As computational complexity grows, classical-quantum integration provides a lens for…

Emerging Technologies · Computer Science 2026-03-06 Anna Vrtiak , Duuk Baten , Ariana Torres-Knoop

The reproduction and replication of research results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the challenges closely revolve around…

Software Engineering · Computer Science 2017-07-31 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Maintaining leadership in HPC requires the ability to support simulations at large scales and fidelity. In this study, we detail one of the most significant productivity challenges in achieving this goal, namely the increasing proclivity to…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-23 Ganesh Gopalakrishnan , Paul D. Hovland , Costin Iancu , Sriram Krishnamoorthy , Ignacio Laguna , Richard A. Lethin , Koushik Sen , Stephen F. Siegel , Armando Solar-Lezama

Although a standard in natural science, reproducibility has been only episodically applied in experimental computer science. Scientific papers often present a large number of tables, plots and pictures that summarize the obtained results,…

Digital Libraries · Computer Science 2017-09-06 Fernando Chirigati , Rebecca Capone , Dennis Shasha , Remi Rampin , Juliana Freire

How many times have you tried to re-implement a past CAV tool paper, and failed? Reliably reproducing published scientific discoveries has been acknowledged as a barrier to scientific progress for some time but there remains only a small…

Logic in Computer Science · Computer Science 2015-02-10 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Computational reproducibility, the possibility for independent researchers to exactly reproduce published empirical results, is fundamental to science. Despite its importance, the proportion of research articles aiming for reproducibility…

Hardware support for high-performance computing (HPC) has so far been subject to significant advances. The pervasiveness of HPC systems, mainly made up with parallel computing units, makes it crucial to spread and vivify effective HPC…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-06 Claude Tadonki

The increasing heterogeneity of high-performance computing (HPC) systems and the transition to exascale architectures require systematic and reproducible performance evaluation across diverse workloads. While continuous integration (CI)…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Jayesh Badwaik , Mathis Bode , Michal Rajski , Andreas Herten

Support teams of high-performance computing (HPC) systems often find themselves between a rock and a hard place: on one hand, they understandably administrate these large systems in a conservative way, but on the other hand, they try to…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-07-28 Ludovic Courtès , Ricardo Wurmus

Reproducibility in research remains hindered by complex systems involving data, models, tools, and algorithms. Studies highlight a reproducibility crisis due to a lack of standardized reporting, code and data sharing, and rigorous…

Software Engineering · Computer Science 2024-11-05 Venkat S. Malladi , Maria Yazykova , Olesya Melnichenko , Yulia Dubinina

This work introduces a companion reproducible paper with the aim of allowing the exact replication of the methods, experiments, and results discussed in a previous work [5]. In that parent paper, we proposed many and varied techniques for…

Data Structures and Algorithms · Computer Science 2019-12-30 Antonio Fariña , Miguel A. Martínez-Prieto , Francisco Claude , Gonzalo Navarro , Juan J. Lastra-Díaz , Nicola Prezza , Diego Seco

Many research groups aspire to make data and code FAIR and reproducible, yet struggle because the data and code life cycles are disconnected, executable environments are often missing from published work, and technical skill requirements…

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