GRAIMATTER Green Paper: Recommendations for disclosure control of trained Machine Learning (ML) models from Trusted Research Environments (TREs). (arXiv:2211.01656v1 [cs.LG])

TREs are widely, and increasingly used to support statistical analysis of
sensitive data across a range of sectors (e.g., health, police, tax and
education) as they enable secure and transparent research whilst protecting
data confidentiality. There is an increasing desire from academia and industry
to train AI models in TREs. The field of AI is developing quickly with
applications including spotting human errors, streamlining processes, task
automation and decision support. These complex AI models require more
information to describe and …

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