# Reinforcement learning for single-agent to multi-agent systems: from basic theory to industrial application progress, a survey

> Research article (Artificial Intelligence Review, 2025) · cited 33× · AI/ML

**Wikidata**: [openalex:W4416743863](https://www.wikidata.org/wiki/openalex:W4416743863)  
**Source**: https://4ort.xyz/entity/reinforcement-learning-for-single-agent-to-multi-agent-systems-from-basic-theory-to-industrial-application-progress-a-su