# Deep learning’s shallow gains: a comparative evaluation of algorithms for automatic music generation

> Research article (Machine Learning, 2023) · cited 33× · AI/ML

**Wikidata**: [openalex:W4328052330](https://www.wikidata.org/wiki/openalex:W4328052330)  
**Source**: https://4ort.xyz/entity/deep-learnings-shallow-gains-a-comparative-evaluation-of-algorithms-for-automatic-music-generation