# New Ways to Discover Novel Nonlinear Optical Materials: Scaling Machine Learning with Chemical Descriptors Information

> Research article (Small, 2025) · cited 14× · AI/ML

**Wikidata**: [openalex:W4407180586](https://www.wikidata.org/wiki/openalex:W4407180586)  
**Source**: https://4ort.xyz/entity/new-ways-to-discover-novel-nonlinear-optical-materials-scaling-machine-learning-with-chemical-descriptors-information