CHV + Gaussian This initialization method is good to simulate the generation of a molecule with a given property value which belongs to some particular class of chemical compounds. We take some molecule m int of a given class, and we start the gradient descent with a molecule from REGR TR which has the closest L 2 distance to the embedding of m int . In our experiments we used the extreme case of this initialization method trying to reconstruct molecules from the validation set (Fig. ).