# Warm-Started QAOA with Custom Mixers Provably Converges and Computationally Beats Goemans-Williamson's Max-Cut at Low Circuit Depths

> Research article (Quantum, 2023) · cited 37× · AI/ML

**Wikidata**: [openalex:W4387048467](https://www.wikidata.org/wiki/openalex:W4387048467)  
**Source**: https://4ort.xyz/entity/warm-started-qaoa-with-custom-mixers-provably-converges-and-computationally-beats-goemans-williamson-amp-apos-s-max-cut-