# Advancing nonadiabatic molecular dynamics simulations in solids with E(3) equivariant deep neural hamiltonians

> Research article (Nature Communications, 2025) · cited 22× · AI/ML

**Wikidata**: [openalex:W4408060884](https://www.wikidata.org/wiki/openalex:W4408060884)  
**Source**: https://4ort.xyz/entity/advancing-nonadiabatic-molecular-dynamics-simulations-in-solids-with-e-3-equivariant-deep-neural-hamiltonians