Data-driven composition-only machine learning for high-performance solid-state electrolytes

A composition-only machine learning model was trained on the experimental ionic conductivity database, and the model predicted lithium solid-state electrolytes exhibiting high ionic conductivity with ab initio molecular dynamics validation.