High-dimensional data have become ubiquitous across genomics, neuroscience, finance and other domains, characterised by a number of variables that can match or exceed the number of observations.

Up to now, it has taken a great deal of computational effort to detect dependencies between more than two high-dimensional variables, in particular when complicated non-linear relationships are ...