# Enhancing the predictive accuracy of marshall design tests using generative adversarial networks and advanced machine learning techniques

> Research article (Materials Today Communications, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4409090253](https://www.wikidata.org/wiki/openalex:W4409090253)  
**Source**: https://4ort.xyz/entity/enhancing-the-predictive-accuracy-of-marshall-design-tests-using-generative-adversarial-networks-and-advanced-machine-le