Publications
Preprint on how the choice of background distribution alters federated attribution results, and what that does to an audit.
Authors: Roy Saurabh
Evidence
What each document establishes, and where to read it.
SSRN (Elsevier)
BA-FedSHAP preprint
Registers the BA-FedSHAP preprint, authored by Roy Saurabh, as posted content on SSRN.
Related work
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
2026
A reproducible public-records method for analysing AI risk as a function of deployment context rather than of the model alone.
Research softwareAuthor
2026
A benchmark for reasoning over regulatory obligations as executable statements rather than prose.
Research softwareAuthor
2026
Asks whether audit evidence is adequate for the specific decision, and the specific role, relying on it.
Research softwareAuthor