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| Improving reproducibility in bioinformatics workflows with BioFlow-Model | Mouna El Garb, Emmanuel Coquery, Fabien Duchateau and Nicolas Lumineau |
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| Resurrecting the Dead: GenAI-Powered Workflow Revival | Khalid Belhajjame and Hasan Jamil |
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| Towards Deterministic Training of Deep Learning Models | Kai Norman Clasen and Matthias Böhm |
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| Longitudinal Study of the Software Environments Produced by Dockerfiles from Research Artifacts: Initial Design | Quentin Guilloteau, Antoine Waehren and Florina M. Ciorba |
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| Summer of Reproducibility: Building Global Capacity for Practical Reproducibility through Hands-On Mentorship | Stephanie Lieggi, Fraida Fund, Kate Keahey and Marc Richardson |
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| Learning from Irreproducibility: Introducing Data Leakage Case Studies for Machine Learning Education | Fraida Fund, Mohamed Saeed, Shaivi Malik and Kyrillos Ishak |

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