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Renan Souza

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Preprint Aug 2026

Workflow Cards: Structured Summaries of Workflow Executions Using Provenance Data

Model Cards and Data Cards have demonstrated the value of structured, human-readable documentation for machine learning artifacts, capturing their context, parameters, limitations, and intended use. However, these practices remain focused on static artifacts (the datasets and trained models themselves) while overlookin...

Nicola Giuseppe Marchioro, Gabriele Padovani, Amal Gueroudji et al. · 0 citations
#large language models Preprint Sep 2026

Exploring the Genesis Platform Capabilities to Accelerate Scientific Discovery in OPAL

The plant phenotyping workflow of the Orchestrated Platform for Autonomous Laboratories is explored, which couples Oak Ridge National Laboratory's Advanced Plant Phenotyping Laboratory with the Frontier supercomputer and replaces roughly twelve hours of manual analysis with interactive queries returning in seconds to m...

Daniel Rosendo, Renan Souza, Kelsey Carter et al. · 0 citations

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