# Attention-driven multi-model architecture for unbalanced network traffic intrusion detection via extreme gradient boosting

> Research article (Intelligent Systems with Applications, 2025) · cited 18× · AI/ML

**Wikidata**: [openalex:W4409353933](https://www.wikidata.org/wiki/openalex:W4409353933)  
**Source**: https://4ort.xyz/entity/attention-driven-multi-model-architecture-for-unbalanced-network-traffic-intrusion-detection-via-extreme-gradient-boosti