# Fast predictions of liquid-phase acid-catalyzed reaction rates using molecular dynamics simulations and convolutional neural networks

> Research article (Chemical Science, 2020) · cited 38× · AI/ML

**Wikidata**: [openalex:W3094128450](https://www.wikidata.org/wiki/openalex:W3094128450)  
**Source**: https://4ort.xyz/entity/fast-predictions-of-liquid-phase-acid-catalyzed-reaction-rates-using-molecular-dynamics-simulations-and-convolutional-ne