# On the Adequacy of Untuned Warmup for Adaptive Optimization

> Research article (Proceedings of the AAAI Conference on Artificial Intelligence, 2021) · cited 34× · AI/ML

**Wikidata**: [openalex:W3174851698](https://www.wikidata.org/wiki/openalex:W3174851698)  
**Source**: https://4ort.xyz/entity/on-the-adequacy-of-untuned-warmup-for-adaptive-optimization
