# Cooperation dynamics on hypergraphs with punishment and Q-learning

> Research article (Expert Systems with Applications, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4412431046](https://www.wikidata.org/wiki/openalex:W4412431046)  
**Source**: https://4ort.xyz/entity/cooperation-dynamics-on-hypergraphs-with-punishment-and-q-learning