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
Policy
AI in health: how smart technology is breaking new frontiers in medical care
- Year
- 18 August 2026
- Role
- Author
- Venue
- 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.
Authors: Roy Saurabh
Evidence
Sources
What each document establishes, and where to read it.
Digital Skills and Jobs Platform (European Commission)
AI in Health: how smart technology is breaking new frontiers in medical care (deep-dive)
Deep-dive article authored by Roy Saurabh and published on the European Commission's Digital Skills and Jobs Platform, which identifies him as founder of AffectLog, working on trustworthy AI governance and assurance for regulated sectors including healthcare.
Related work
Related work
2026
CSA-Lite, Context-Sliced AI Assurance Lite
A reproducible public-records method for analysing AI risk as a function of deployment context rather than of the model alone.
Research softwareAuthor
2026
LEXON-Bench, Executable AI Regulatory Obligation Reasoning
A benchmark for reasoning over regulatory obligations as executable statements rather than prose.
Research softwareAuthor
2026
RCEA Passport Engine, Role-Conditioned Evidentiary Adequacy
Asks whether audit evidence is adequate for the specific decision, and the specific role, relying on it.
Research softwareAuthor