# Modelling penetration testing with reinforcement learning using capture‐the‐flag challenges: Trade‐offs between model‐free learning and a priori knowledge

> Research article (IET Information Security, 2023) · cited 39× · AI/ML

**Wikidata**: [openalex:W4318312487](https://www.wikidata.org/wiki/openalex:W4318312487)  
**Source**: https://4ort.xyz/entity/modelling-penetration-testing-with-reinforcement-learning-using-capturetheflag-challenges-tradeoffs-between-modelfree-le