Here, we note that the most accurate of these estimates, i.e. the one associated with lower variance during training by maximum likelihood, coincides with the minimum in validation error. Employing the same notation of Ref. , we can label such error when evaluated on the same validation batches as the free energy estimate -f AVMD V crys (i) .