The Data Airlock: infrastructure for restricted data informatics. (arXiv:2203.09006v1 [cs.IR])

Data science collaboration is problematic when access to operational data or
models from outside the data-holding organisation is prohibited, for a variety
of legal, security, ethical, or practical reasons. There are significant data
privacy challenges when performing collaborative data science work against such
restricted data. In this paper we describe a range of causes and risks
associated with restricted data along with the social, environmental, data, and
cryptographic measures that may be used to mitigate such issues. We then show …

data infrastructure ir restricted