# Machine learning based energy-free structure predictions of molecules, transition states, and solids

> Research article (Nature Communications, 2021) · cited 108× · AI/ML

**Wikidata**: [openalex:W3183931249](https://www.wikidata.org/wiki/openalex:W3183931249)  
**Source**: https://4ort.xyz/entity/machine-learning-based-energy-free-structure-predictions-of-molecules-transition-states-and-solids