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Related papers: Reproducible Research: Best Practices and Potentia…

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Reproducibility is inseparable from transparency, as sharing data, code and computational environment is a pre-requisite for being able to retrace the steps of producing the research results. Others have made the case that this artifact…

Computers and Society · Computer Science 2022-05-19 Lorena A. Barba

We present recommendations to improve reproducibility and replicability in condensed matter physics. This area of physics has consistently produced both fundamental insights into the workings of matter and transformative inventions. Our…

The general purpose of a scientific publication is the exchange and spread of knowledge. A publication usually reports a scientific result and tries to convince the reader that it is valid. With an ever-growing number of papers relying on…

Digital Libraries · Computer Science 2018-08-24 Christian Schulz

Reproducing research results in the networking community is important for both academia and industry. The current best practice typically resorts to three approaches: (1) looking for publicly available prototypes; (2) contacting the authors…

Machine Learning · Computer Science 2023-09-12 Qiao Xiang , Yuling Lin , Mingjun Fang , Bang Huang , Siyong Huang , Ridi Wen , Franck Le , Linghe Kong , Jiwu Shu

Reproducibility of computational studies is a hallmark of scientific methodology. It enables researchers to build with confidence on the methods and findings of others, reuse and extend computational pipelines, and thereby drive scientific…

Open and reproducible research in materials science relies on the availability of data, code, and common metadata standards. Journal research data policies (RDPs) remain a primary mechanism by which publication norms are defined and…

Replicability is absent in games research; a lack of transparency in protocol detail hinders scientific consensus and willingness to publish public datasets, impacting the application of these techniques in video games research. To combat…

Human-Computer Interaction · Computer Science 2023-04-07 Emma J. Pretty , Renan Guarese , Haytham M. Fayek , Fabio Zambetta

Reproducibility is one of the key characteristics of good science, but hard to achieve for experimental disciplines like Internet measurements and networked systems. This guide provides advice to researchers, particularly those new to the…

Networking and Internet Architecture · Computer Science 2019-02-07 Vaibhav Bajpai , Anna Brunstrom , Anja Feldmann , Wolfgang Kellerer , Aiko Pras , Henning Schulzrinne , Georgios Smaragdakis , Matthias Wählisch , Klaus Wehrle

While software and algorithms have become increasingly important in astronomy, the majority of authors who publish computational astronomy research do not share the source code they develop, making it difficult to replicate and reuse the…

Instrumentation and Methods for Astrophysics · Physics 2013-04-26 Lior Shamir , John F. Wallin , Alice Allen , Bruce Berriman , Peter Teuben , Robert J. Nemiroff , Jessica Mink , Robert J. Hanisch , Kimberly DuPrie

Reproducibility is a cornerstone of scientific research, enabling independent verification and validation of empirical findings. The topic gained prominence in fields such as psychology and medicine, where concerns about non - replicable…

Machine Learning · Computer Science 2025-08-05 Adil Mukhtar , Michael Hadwiger , Franz Wotawa , Gerald Schweiger

Reproducibility is a crucial aspect of scientific research that involves the ability to independently replicate experimental results by analysing the same data or repeating the same experiment. Over the years, many works have been proposed…

Digital Libraries · Computer Science 2024-07-16 Andrea Bianchi , Giordano d'Aloisio , Francesca Marzi , Antinisca Di Marco

Large Language Models have gained remarkable interest in industry and academia. The increasing interest in LLMs in academia is also reflected in the number of publications on this topic over the last years. For instance, alone 78 of the…

Challenges to reproducibility and replicability have gained widespread attention, driven by large replication projects with lukewarm success rates. A nascent work has emerged developing algorithms to estimate the replicability of published…

Digital Libraries · Computer Science 2024-05-06 Chuhao Wu , Tatiana Chakravorti , John Carroll , Sarah Rajtmajer

Freely and openly shared low-cost electronic applications, known as open electronics, have sparked a new open-source movement, with much un-tapped potential to advance scientific research. Initially designed to appeal to electronic…

Quantitative Methods · Quantitative Biology 2022-07-14 Michael Oellermann , Jolle W. Jolles , Diego Ortiz , Rui Seabra , Tobias Wenzel , Hannah Wilson , Richelle Tanner

The drive for reproducibility in the computational sciences has provoked discussion and effort across a broad range of perspectives: technological, legislative/policy, education, and publishing. Discussion on these topics is not new, but…

Quantitative Methods · Quantitative Biology 2018-10-10 Daniel G. Hurley , Joseph Cursons , Matthew Faria , David M. Budden , Vijay Rajagopal , Edmund J. Crampin

Experimental studies are prevalent in Evolutionary Computation (EC), and concerns about the reproducibility and replicability of such studies have increased in recent times, reflecting similar concerns in other scientific fields. In this…

Artificial Intelligence · Computer Science 2022-03-30 Manuel López-Ibáñez , Juergen Branke , Luís Paquete

As computational analysis becomes increasingly more complex in health research, transparent sharing of analytical code is vital for reproducibility and trust. This practical guide, aligned to open science practices, outlines actionable…

The pursuit of scientific knowledge strongly depends on the ability to reproduce and validate research results. It is a well-known fact that the scientific community faces challenges related to transparency, reliability, and the…

Digital Libraries · Computer Science 2023-08-29 Michael Canesche , Roland Leissa , Fernando Magno Quintão Pereira

As LLMs make their way into many aspects of our lives, one place that warrants increased scrutiny with LLM usage is scientific research. Using LLMs for generating or analyzing data for research purposes is gaining popularity. But when such…

Human-Computer Interaction · Computer Science 2024-05-13 Chirag Shah

Approaches to scientific journal publishing that provide free access to all readers are challenging the standard subscription-based model. But in domains that have a well-functioning system of publicly accessible preprint repositories like…

Physics and Society · Physics 2023-08-02 J. Harnad
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