We observe a sharp decrease in Tanimoto similarity for the VAE models when the added Gaussian noise has variance σ = 0.25 and σ = 0.5 which means that the perturbed molecules are further structurally from the original ones. However, variance σ = 0.1 results in a smoother decline of the similarity and therefore improved latent space continuity.