Update README.md

README.md

@@ -50,4 +50,34 @@ This dataset contains clean simulated weak lensing maps without noise.
 ```
 from datasets import load_dataset
 dataset = load_dataset('BrachioLab/massmaps-cosmogrid-100k')
+```
+
+## Citation
+Please cite FIX and CosmogridV1
+
+```
+@misc{jin2024fix,
+    title={The FIX Benchmark: Extracting Features Interpretable to eXperts},
+    author={Helen Jin and Shreya Havaldar and Chaehyeon Kim and Anton Xue and Weiqiu You and Helen Qu and Marco Gatti and Daniel A Hashimoto and Bhuvnesh Jain and Amin Madani and Masao Sako and Lyle Ungar and Eric Wong},
+    year={2024},
+    eprint={2409.13684},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG}
+}
+```
+
+```
+@article{Kacprzak_2023,
+   title={CosmoGridV1: a simulated 𝗐CDM theory prediction for map-level cosmological inference},
+   volume={2023},
+   ISSN={1475-7516},
+   url={http://dx.doi.org/10.1088/1475-7516/2023/02/050},
+   DOI={10.1088/1475-7516/2023/02/050},
+   number={02},
+   journal={Journal of Cosmology and Astroparticle Physics},
+   publisher={IOP Publishing},
+   author={Kacprzak, Tomasz and Fluri, Janis and Schneider, Aurel and Refregier, Alexandre and Stadel, Joachim},
+   year={2023},
+   month=feb, pages={050} }
+
 ```