So far it has been shown that the latent space is well regularized to sample points from it and CVAE decoder has reasonable accuracy to decode the latent space points into a crystal structure with a reasonable accuracy. SLERP method was used to sample points from the latent space to generate new crystal structures. Formation energy was used as an input to generate stable or unstable compounds. Points were sampled from the stable part of the latent space (fig 4d) to generate stable crystal structures and vice versa for the unstable crystal structures. Table shows the statistics of the crystal structure generation. Total 11000 and 2250 points were sampled out of the latent space to generate the stable and unstable crystal structures, respectively. The number of runs were chosen according to the ratio of stable and unstable materials in the original dataset.