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We have now developed an inverse structure framework CCDCGAN consisting of the generator, discriminator, and constraint and productively utilized it to structure unreported crystal constructions with very low formation Vitality with the binary Bi-Se process. it can be shown that second crystal graphs can be employed to construct a latent space with