Library

2025 | Journal paper

Reproducibility in machine-learning-based research: Overview, barriers, and drivers

Authors: Harald Semmelrock, Tony Ross-Hellauer, Simone Kopeinik, Dieter Theiler, Armin Haberl, Stefan Thalmann, Dominik Kowald

Status: Published

Journal: AI Magazine

Volume/Issue: Volume 46, Issue 2

Publisher: John Wiley & Sons Ltd on behalf of Association for the Advancement of Artificial Intelligence

Pages: 19

URL/DOI: https://doi.org/10.1002/aaai.70002

Download (0.68 MB)

2025 | Journal paper

Collaborating for reproducibility: Workshop report

Authors: Tony Ross-Helauer, Becky Hill, Rebecca Lawrence, Rebecca Taylor-Grant, Matthew Cannon

Status: Published

Pages: 8

Download (7.11 MB)

2025 | Journal paper

A Virtual Laboratory for Managing Computational Experiments

Authors: Eleni Adamidi, Panayiotis Deligiannis, Nikos Foutris, Thanasis Vergoulis

Status: Published

Journal: arXiv

URL/DOI: https://doi.org/10.48550/arXiv.2504.01197

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2025 | Other

How to get there from here? Barriers and enablers on the road towards reproducibility in research

Authors: Serge P.J.M. Horbach, Nicki Lisa Cole, Simone Kopeinik, Barbara Leitner, Tony Ross-Hellauer, Joeri Tijdink

Status: Published

Publisher: MetaArXiv Preprints

URL/DOI: https://doi.org/10.31222/osf.io/gx9jq_v1

Download (0.51 MB)

2025 | Other

Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers

Authors: Harald Semmelrock, Tony Ross-Hellauer, Simone Kopeinik, Dieter Theiler, Armin Haberl, Stefan Thalmann, Dominik Kowald

Status: Published

URL/DOI: https://arxiv.org/abs/2406.14325

Download (0.67 MB)

2025 | Other

Reproducibility and replicability of qualitative research: an integrative review of concepts, barriers and enablers

Authors: Nicki Lisa Cole, Sven Ulpts, Agata Bochynska, Eva Kormann, Matthew Good, Barbara Leitner, Tony Ross-Hellauer

Status: Published

Publisher: MetaArXiv Preprints

URL/DOI: https://doi.org/10.31222/osf.io/n5zkw

Download (1.02 MB)

2025 | Other

Overview - Editorial Reference Handbook

Authors: Allyson Lister, Susanna-Assunta Sansone, Rebecca Taylor-Grant, Christopher Osborne, Matt Cannon

Status: Published

Pages: 2

URL/DOI: https://doi.org/10.17605/OSF.IO/UWFJB

2025 | Other

A conceptual review of uses and meanings of reproducibility and replication

Authors: Ulpts S., Schneider J.W.

Status: Published

Publisher: MetaArXiv Preprints

URL/DOI: https://doi.org/10.31222/osf.io/entu4

2025 | Journal paper

Reproducibility in machine-learning-based research: Overview, barriers, and drivers

Authors: Harald Semmelrock, Tony Ross-Hellauer, Simone Kopeinik, Dieter Theiler, Armin Haberl, Stefan Thalmann, Dominik Kowald

Status: Published

Volume/Issue: Volume46, Issue2

Publisher: AI Magazine

URL/DOI: https://doi.org/10.1002/aaai.70002

2024 | Other

Proposing a New RO-Crate Profile for Enhanced Reproducibility in Computational Experiments

Authors: Adamidi E., Deligiannis P., Mastoraki A., Vergoulis T.

Status: Published

URL/DOI: https://zenodo.org/records/11200097

2024 | Journal paper

Open Science at the generative AI turn: An exploratory analysis of challenges and opportunities

Authors: Hosseini M., Horbach S P J M., Holmes K., Ross-Hellauer T.

Status: Published

Journal: Quantitative Science Studies

URL/DOI: https://doi.org/10.1162/qss_a_00337

Download (1.13 MB)

2024 | Report

DEIA resources for virtual (co-creation) events

Authors: Bannach-Brown A., Kohrs F.

Status: Published

Publisher: OSF

URL/DOI: https://doi.org/10.17605/OSF.IO/7ZPYD

Download (0.43 MB)

2024 | Deliverable

Deliverable D1.3 – Data Management Plan (Update)

Authors: Papadopoulou E.

Status: Subject to change

Deliverable number: D1.3

Pages: 43

URL/DOI: https://osf.io/7gkqm/

Download (0.87 MB)

2024 | Deliverable

Deliverable D4.2 – Pilot implementation and assessment plans

Authors: Adamidi E., Arend Ulpts S., Fakhri Momeni, Jabeen H., Khan T., Klebel T., Kormann E., Leitner B., Lister A., Papadopoulou E., Papageorgiou H., Ross-Hellauer T., Sansone S.-A., Schneider J. W., Tijdink J., Vergoulis T.

Status: Subject to change

Deliverable number: D4.2

Pages: 68

URL/DOI: https://osf.io/gct56/

Download (1.26 MB)

2024 | Other

Open Science at the Generative AI Turn: An Exploratory Analysis of Challenges and Opportunities

Authors: Mohammad Hosseini, Serge P.J.M. Horbach, Kristi L. Holmes, Tony Ross-Hellauer

Status: Published

Publisher: SocArXiv

URL/DOI: https://doi.org/10.31235/osf.io/zns7g

Download (1.71 MB)