# Predicting materials properties without crystal structure: deep representation learning from stoichiometry

> Research article (Nature Communications, 2020) · cited 356× · AI/ML

**Wikidata**: [openalex:W2978707075](https://www.wikidata.org/wiki/openalex:W2978707075)  
**Source**: https://4ort.xyz/entity/predicting-materials-properties-without-crystal-structure-deep-representation-learning-from-stoichiometry
