GRAIMATTER Green Paper: Recommendations for disclosure control of trained Machine Learning (ML) models from Trusted Research Environments (TREs)

Emily Jefferson (Lead / Corresponding author)
, Smarti Reel (Lead / Corresponding author)
, Alba Crespi Boixader
, Maeve Roche
, Esma Mansouri-Benssassi
, Jillian Beggs
, Antony Chuter
, Christian Cole
, Felix Ritchie
, Angela Daly
, Jim Smith
, James Liley
, Xaroula Kerasidou
, Francesco Tava
, Andrew McCarthy
, Richard Preen
, Alberto Blanco-Justicia
, Esma Mansouri-Benssassi
, Josep Domingo-Ferrer
, Simon Rogers

Jim Smith

Research output: Book/Report › Other report

297 Downloads (Pure)

1 Conference contribution
1 Poster
1 Article

3 results

2025
RELEASE-AI: Protecting Sensitive Data Across The AI Lifecycle Disclosure Risks and Mitigations in Trusted Research Environments
Crespi Boixader, A., Li, S., Liley, J., Ward, L., Cole, C. & Smith, J., 23 Sept 2025.
Research output: Contribution to conference › Poster

Open Access
File
19 Downloads (Pure)
2023
Machine learning models in trusted research environments - understanding operational risks
Ritchie, F. (Lead / Corresponding author), Tilbrook, A., Cole, C., Jefferson, E., Krueger, S., Mansouri-Benssassi, E., Rogers, S. & Smith, J., 14 Dec 2023, In: International Journal of Population Data Science. 8, 1, 9 p., 30.
Research output: Contribution to journal › Article › peer-review

Open Access
File
2 Citations (Scopus)

142 Downloads (Pure)
2022
GRAIMatter: Guidelines and Resources for AI Model Access from TrusTEd Research environments
Jefferson, E., Cole, C., Crespi Boixader, A., Rogers, S., Roche, M., Ritchie, F., Smith, J., Tava, F., Daly, A., Beggs, J. & Chuter, A., 25 Aug 2022, Conference Proceedings for International Population Data Linkage Conference 2022. 3 ed. Vol. 7.
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Open Access