# When and how convolutional neural networks generalize to out-of-distribution category–viewpoint combinations

> Research article (Nature Machine Intelligence, 2022) · cited 27× · AI/ML

**Wikidata**: [openalex:W4288889641](https://www.wikidata.org/wiki/openalex:W4288889641)  
**Source**: https://4ort.xyz/entity/when-and-how-convolutional-neural-networks-generalize-to-out-of-distribution-categoryviewpoint-combinations