Update README.md

README.md

@@ -134,3 +134,15 @@ If you want to use the model with your own data, you must pre-process it in the
 For a detailed description, read the [paper](https://arxiv.org/abs/2411.08842).  
 To see exactly how we performed this preprocessing, refer to [`preprocess.py`](https://huggingface.co/datasets/AstroMLCore/AstroM3Dataset/blob/main/preprocess.py) in the AstroM3Dataset repo.
 
+---
+
+## Citation
+🤗 If you find this model usefull, please cite our paper 🤗
+```bibtex
+@article{rizhko2024astrom,
+  title={AstroM $\^{} 3$: A self-supervised multimodal model for astronomy},
+  author={Rizhko, Mariia and Bloom, Joshua S},
+  journal={arXiv preprint arXiv:2411.08842},
+  year={2024}
+}
+```