We have created an inverse style and design framework CCDCGAN consisting of a generator, discriminator, and constraint and correctly applied it to structure unreported crystal constructions with lower formation energy https://anitaldjg375408.blogdigy.com/the-deep-space-crystal-diaries-44869798