# Deep transfer learning for predicting frontier orbital energies of organic materials using small data and its application to porphyrin photocatalysts

> Research article (Physical Chemistry Chemical Physics, 2023) · cited 16× · AI/ML

**Wikidata**: [openalex:W4352998013](https://www.wikidata.org/wiki/openalex:W4352998013)  
**Source**: https://4ort.xyz/entity/deep-transfer-learning-for-predicting-frontier-orbital-energies-of-organic-materials-using-small-data-and-its-applicatio