# A method of network attack-defense game and collaborative defense decision-making based on hierarchical multi-agent reinforcement learning

> Research article (Computers & Security, 2024) · cited 24× · AI/ML

**Wikidata**: [openalex:W4395468277](https://www.wikidata.org/wiki/openalex:W4395468277)  
**Source**: https://4ort.xyz/entity/a-method-of-network-attack-defense-game-and-collaborative-defense-decision-making-based-on-hierarchical-multi-agent-rein