# On the Robustness of ML-Based Network Intrusion Detection Systems: An Adversarial and Distribution Shift Perspective

> Research article (Computers, 2023) · cited 19× · AI/ML

**Wikidata**: [openalex:W4387705798](https://www.wikidata.org/wiki/openalex:W4387705798)  
**Source**: https://4ort.xyz/entity/on-the-robustness-of-ml-based-network-intrusion-detection-systems-an-adversarial-and-distribution-shift-perspective