In our work, we studied different approaches to initialize a molecule (and thus the corresponding embedding vector). We introduce the following notion: let REGR TR and REGR VAL be datasets used in the regression training procedure, CTV -a molecule from REGR TR closest by target property value, CHV -a molecule from REGR TR closest by hidden vector in the latent space to a given one.