  Artificial intelligence has not yet revolutionized the design of materials
and molecules. In this perspective, we identify four barriers preventing the
integration of atomistic deep learning, molecular science, and high-performance
computing. We outline focused research efforts to address the opportunities
presented by these challenges.
