We consider inverse problems where the conditional distribution of the
observation ${\bf y}$ given the latent variable of interest ${\bf x}$ (also
known as the forward model) is known, and we have access to a data set in which
multiple instances of ${\bf x}$ and ${\bf y}$ are both obse