Constrained crystals deep convolutional generative adversarial network with the inverse design and style of crystal buildings The rule of 4: anomalous distributions during the stoichiometries of inorganic compounds Elena Gazzarrini 2. We propose two physics-oriented losses based on atomic pairwise