2026
BA-FedSHAP: A reproducible toolkit for auditing background-induced attribution drift
SSRN
Preprint on how the choice of background distribution alters federated attribution results, and what that does to an audit.
PublicationsAuthor
Research software
Asks whether audit evidence is adequate for the specific decision, and the specific role, relying on it.
Authors: Roy Saurabh
Reference implementation of Role-Conditioned Evidentiary Adequacy: a computable framework for assessing whether AI audit evidence is adequate for role-conditioned governance decisions. Generates role-specific evidence passports with deterministic scoring and full traceability.
Evidence
What each document establishes, and where to read it.
Zenodo
RCEA Passport Engine, Zenodo software record
Registers the RCEA Passport Engine v0.1.1 as software authored by Roy Saurabh.
Related work
2026
SSRN
Preprint on how the choice of background distribution alters federated attribution results, and what that does to an audit.
PublicationsAuthor
2026
Digital Skills and Jobs Platform, European Commission
A deep-dive for the European Commission's skills platform on where clinical AI is genuinely useful, and what assurance regulated care requires of it.
PolicyAuthor
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A reproducible public-records method for analysing AI risk as a function of deployment context rather than of the model alone.
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A benchmark for reasoning over regulatory obligations as executable statements rather than prose.
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