Provena: Reproducibility Package for Evidence-Laundering Stress Tests in AI Governance Audits

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Main Author: Saurabh, Roy
Format: Recurso digital
Published: Zenodo 2026
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author Saurabh, Roy
author_facet Saurabh, Roy
contents Computational companion to a manuscript on context-conditioned evidence sufficiency in AI governance auditing. Implements the Provena epistemic-ceiling framework in Python and validates it through five computational studies on synthetic audit profiles under two data generators (uniform and context-correlated). Includes all 9 auditing baselines, deterministic seeds, and a generated results audit report.
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_20376680
institution Zenodo
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publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Provena: Reproducibility Package for Evidence-Laundering Stress Tests in AI Governance Audits
Saurabh, Roy
AI governance
audit
reproducibility
evidence sufficiency
epistemic ceiling
fairness
accountability
transparency
responsible AI
algorithmic auditing
AI compliance
Computational companion to a manuscript on context-conditioned evidence sufficiency in AI governance auditing. Implements the Provena epistemic-ceiling framework in Python and validates it through five computational studies on synthetic audit profiles under two data generators (uniform and context-correlated). Includes all 9 auditing baselines, deterministic seeds, and a generated results audit report.
title Provena: Reproducibility Package for Evidence-Laundering Stress Tests in AI Governance Audits
topic AI governance
audit
reproducibility
evidence sufficiency
epistemic ceiling
fairness
accountability
transparency
responsible AI
algorithmic auditing
AI compliance
url https://doi.org/10.5281/zenodo.20376680