Scientific artificial intelligence (AI), spanning foundation models (FMs) to federated data-analysis pipelines, is becoming shared infrastructure across national laboratories, universities, hospitals, and industrial partners. This collaboration creates privacy risks whose natural unit is often an institution's particip...
O. Kotevska, Sumit Kumar Jha, A. Bellet et al.· 1 citation
This paper defines a Workflow Card template informed by a representative set of provenance questions that surface from the execution-level data missing from Model and Data Cards, and evaluates how effectively LLMs use Workflow Cards to understand workflow executions compared with querying provenance databases through a...
Nicola Giuseppe Marchioro, Gabriele Padovani, Amal Gueroudji et al.· 0 citations
A framework that compares ranking displacement caused by switching protocols with displacement produced by conventional choices within a fixed protocol is introduced and recommended to report ranking stability under a small set of defensible intraprotocol perturbations alongside claims of model superiority.
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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