# Hierarchical reinforcement learning for efficient and effective automated penetration testing of large networks

> Research article (Journal of Intelligent Information Systems, 2022) · cited 57× · AI/ML

**Wikidata**: [openalex:W4295279953](https://www.wikidata.org/wiki/openalex:W4295279953)  
**Source**: https://4ort.xyz/entity/hierarchical-reinforcement-learning-for-efficient-and-effective-automated-penetration-testing-of-large-networks