# Transformer-based molecular optimization beyond matched molecular pairs

> Research article (Journal of Cheminformatics, 2022) · cited 81× · AI/ML

**Wikidata**: [openalex:W4220802400](https://www.wikidata.org/wiki/openalex:W4220802400)  
**Source**: https://4ort.xyz/entity/transformer-based-molecular-optimization-beyond-matched-molecular-pairs