# Citation

If you use the Glass Box UMAP software in your work, please cite the following:

<div class="pub-card">

**Citation**

*Golden JR, Kiefl E, York R. (2026). Glass Box UMAP: A Python package for interpretable UMAP via exact feature contributions. https://doi.org/10.57844/arcadia-4ye8-8tun*

**Link**

[https://thestacks.org/publications/resource-glass-box-umap-software/v1](https://thestacks.org/publications/resource-glass-box-umap-software/v1)

**BibTeX**

```bibtex
@article{Golden2026Glass,
	author = {Golden, James R. and Kiefl, Evan and York, Ryan},
	journal = {The Stacks},
	doi = {10.57844/arcadia-4ye8-8tun},
	year = {2026},
	month = {may 15},
	publisher = {The Stacks},
	title = {Glass {Box} {UMAP}: A {Python} package for interpretable {UMAP} via exact feature contributions},
	url = {https://thestacks.org/publications/resource-glass-box-umap-software/v1},
}
```

</div>

If you reference Glass Box UMAP as an algorithm in your work, please cite the following:

<div class="pub-card">

**Citation**

*Golden JR, York R. (2025). From black box to glass box: Making UMAP interpretable with exact feature contributions. https://doi.org/10.57844/arcadia-tnr4-7n9h*

**Link**

[https://arcadia-science.github.io/glass-box-umap-notebook-pub/](https://arcadia-science.github.io/glass-box-umap-notebook-pub/)

**BibTeX**

```bibtex
@article{Golden2025From,
    author = {Golden, James R. and York, Ryan},
    title = {{From} black box to glass box: {Making} {UMAP} interpretable with exact feature contributions},
    journal = {Arcadia Science},
    year = {2025},
    doi = {10.57844/arcadia-tnr4-7n9h},
    url = {https://doi.org/10.57844/arcadia-tnr4-7n9h}
}
```

</div>