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
CSA-Lite, Context-Sliced AI Assurance Lite
- Year
- 27 May 2026
- Role
- Author
- Version
- 0.2.2
A reproducible public-records method for analysing AI risk as a function of deployment context rather than of the model alone.
Authors: Roy Saurabh
Abstract
A reproducible public-records analysis methodology for the structured coding of AI system deployments, supporting deployment-conditioned risk analysis. Companion repository for a manuscript submitted to MDPI Electronics.
Evidence
Sources
What each document establishes, and where to read it.
Zenodo
CSA-Lite, Zenodo software record
Registers CSA-Lite v0.2.2 as software authored by Roy Saurabh, and describes it as the companion repository for a manuscript submitted to MDPI Electronics.
Related work
Related work
2026
AI in health: how smart technology is breaking new frontiers in medical care
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
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