We have developed an inverse design framework CCDCGAN consisting of a generator, discriminator, and constraint and effectively utilized it to style unreported crystal structures with reduced formation Electricity to the binary Bi-Se process. it truly is shown that 2D crystal graphs may be used to assemble a latent space with the continuous illustra