We compared performance of D-CGCNN with three previous models which used different methods for crystal structure representations, i.e., CGCNN-HD, Wren, and Roost (Figure and Table ). Note that CGCNN-HD uses graph representations of crystal structures determined by inter-atomic distances. Roost uses only stoichiometry of materials and Wren additionally uses Wyckoff positions of crystal structures.