Link and cite the MedMLX paper

README.md

@@ -23,3 +23,17 @@ weights = hf_hub_download("MedMLX/medsam2-mlx", "MedSAM2_CTLesion.safetensors")
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 The [upstream model card](https://huggingface.co/wanglab/MedSAM2) identifies the weights as CC BY-SA 4.0 and states that they may only be used for research and education. See the [license terms](https://creativecommons.org/licenses/by-sa/4.0/legalcode.en) and upstream model card. Outputs require human review.
+
+## Citation
+
+If you use MedMLX, please cite the [MedMLX paper](https://doi.org/10.64898/2026.10.28.26366762):
+
+```bibtex
+@article{sandoval2026medmlx,
+  title   = {MedMLX: On-Device Medical Imaging AI for Apple Silicon},
+  author  = {Sandoval, A. and Sandoval, J. and Saleem, A.},
+  journal = {medRxiv},
+  year    = {2026},
+  doi     = {10.64898/2026.10.28.26366762}
+}
+```