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Constrained crystals deep convolutional generative adversarial community with the inverse layout of crystal constructions In the case of crystal composition recognition, however, it is essential which the descriptor captures method’s symmetries in the compact way, although becoming dimensions invariant in an effort to mirror the infinite charact