Update README.md

README.md

@@ -285,7 +285,7 @@ With the release of this dataset, we aim to lower the barrier for optimization a
 <!-- Provide the basic links for the dataset. -->
 
 - **Repository:** https://huggingface.co/datasets/proxima-fusion/constellaration
-- **Paper:** [not published yet]
+- **Paper:** https://arxiv.org/abs/2506.19583
 - **Code:** https://github.com/proximafusion/constellaration
 
 ## Dataset Structure
@@ -566,11 +566,11 @@ The dataset contains no personally identifiable information.
 
 **BibTeX:**
 
-@article{article_id,
-  author    = {Santiago A Cadena, Andrea Merlo, Emanuel Laude, Alexander Bauer, Atul Agrawal, Maria Pascu, Marija Savtchouk, Lukas Bonauer, Enrico Guiraud, Stuart R. Hudson, Markus Kaiser},
-  title     = {ConStellaration: A dataset of QI-like stellarator plasma boundaries and optimization benchmarks},
-  journal   = {NeurIPS 2025 Datasets and Benchmarks Track},
-  year      = {2025}
+@article{cadena2025constellaration,
+  title={ConStellaration: A dataset of QI-like stellarator plasma boundaries and optimization benchmarks},
+  author={Cadena, Santiago A and Merlo, Andrea and Laude, Emanuel and Bauer, Alexander and Agrawal, Atul and Pascu, Maria and Savtchouk, Marija and Guiraud, Enrico and Bonauer, Lukas and Hudson, Stuart and others},
+  journal={arXiv preprint arXiv:2506.19583},
+  year={2025}
 }
 
 ## Glossary