# Interpolation and differentiation of alchemical degrees of freedom in machine learning interatomic potentials

> Research article (Nature Communications, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4410251064](https://www.wikidata.org/wiki/openalex:W4410251064)  
**Source**: https://4ort.xyz/entity/interpolation-and-differentiation-of-alchemical-degrees-of-freedom-in-machine-learning-interatomic-potentials