# Chemistry-informed molecular graph as reaction descriptor for machine-learned retrosynthesis planning

> Research article (Proceedings of the National Academy of Sciences, 2022) · cited 50× · AI/ML

**Wikidata**: [openalex:W4300594415](https://www.wikidata.org/wiki/openalex:W4300594415)  
**Source**: https://4ort.xyz/entity/chemistry-informed-molecular-graph-as-reaction-descriptor-for-machine-learned-retrosynthesis-planning