The density of states (DOS) is a spectral property of crystalline materials, which provides fundamental insights into various characteristics of the materials.While previous works mainly focus on obtaining high-quality representations of crystalline materials for DOS prediction, we focus on predicting the DOS from the obtained representations by reflecting the nature of DOS: DOS determines the general distribution of states as a function of energy.That is, DOS is not solely determined by the cry…