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R. D. da Silva

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Preprint Sep 2026

Privacy Foundations for Multi-Institutional Scientific Artificial Intelligence

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
Preprint Aug 2026

Workflow Cards: Structured Summaries of Workflow Executions Using Provenance Data

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
#machine learning Preprint Aug 2026

Quantifying Protocol-Induced Uncertainty in Comparative Predictive-Model Evaluation: Evidence from Large-Scale Daily PM10 Forecasting

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.

R. D. da Silva, Kiersten Monahan · 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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