Before revision:  We formalize a family of distributions that only differ in the nuisance-label relationship and and introduce a distribution where this relationship is broken called the nuisance-randomized distribution.
After revision:  We formalize a family of distributions that only differ in the nuisance-label relationship and introduce a distribution where this relationship is broken called the nuisance-randomized distribution.