# Prediction of energies for reaction intermediates and transition states on catalyst surfaces using graph-based machine learning models

> Research article (Molecular Catalysis, 2020) · cited 17× · AI/ML

**Wikidata**: [openalex:W3093611991](https://www.wikidata.org/wiki/openalex:W3093611991)  
**Source**: https://4ort.xyz/entity/prediction-of-energies-for-reaction-intermediates-and-transition-states-on-catalyst-surfaces-using-graph-based-machine-l