# A multilevel generative framework with hierarchical self-contrasting for bias control and transparency in structure-based ligand design

> Research article (Nature Machine Intelligence, 2022) · cited 17× · AI/ML

**Wikidata**: [openalex:W4313214263](https://www.wikidata.org/wiki/openalex:W4313214263)  
**Source**: https://4ort.xyz/entity/a-multilevel-generative-framework-with-hierarchical-self-contrasting-for-bias-control-and-transparency-in-structure-base