Predicting materials properties without crystal structure: Deep representation learning from stoichiometry

Rhys E. A. Goodall, Alpha A. Lee

Machine learning has the potential to accelerate materials discovery by accurately predicting materials properties at a low computational cost. However, the model inputs remain a k…