# Bottom-up multi-agent reinforcement learning by reward shaping for cooperative-competitive tasks

> Research article (Applied Intelligence, 2021) · cited 15× · AI/ML

**Wikidata**: [openalex:W3119115629](https://www.wikidata.org/wiki/openalex:W3119115629)  
**Source**: https://4ort.xyz/entity/bottom-up-multi-agent-reinforcement-learning-by-reward-shaping-for-cooperative-competitive-tasks