# Large-scale quantum approximate optimization on nonplanar graphs with machine learning noise mitigation

> Research article (Physical Review Research, 2024) · cited 40× · AI/ML

**Wikidata**: [openalex:W4392359185](https://www.wikidata.org/wiki/openalex:W4392359185)  
**Source**: https://4ort.xyz/entity/large-scale-quantum-approximate-optimization-on-nonplanar-graphs-with-machine-learning-noise-mitigation