We have formulated an inverse layout framework CCDCGAN consisting of a generator, discriminator, and constraint and here correctly applied it to design unreported crystal structures with low formation Strength for that binary Bi-Se system. it's shown that 2D crystal graphs may be used to assemble a latent space with the continual illustration of yo