# UMLAUT: Debugging Deep Learning Programs using Program Structure and Model Behavior

> Research article (Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, 2021) · cited 50× · AI/ML

**Wikidata**: [openalex:W3160349922](https://www.wikidata.org/wiki/openalex:W3160349922)  
**Source**: https://4ort.xyz/entity/umlaut-debugging-deep-learning-programs-using-program-structure-and-model-behavior