Update README.md

README.md

@@ -89,13 +89,13 @@ ethical_considerations:
   - "Transparency in the model's limitations and the dataset's characteristics is paramount."
 
 # Citation (if applicable)
-citation: |
-  @misc{neuraloperator_nns_to_nos,  
-    author = {The Neural Operator Community},  
-    title = {NNs-to-NOs: Neural Networks to Neural Operators},  
-    howpublished = {\url{https://github.com/neuraloperator/NNs-to-NOs.git}},  
-    year = {2023}
-  }
+@article{Berner2025PrincipledAF,
+  title={Principled Approaches for Extending Neural Architectures to Function Spaces for Operator Learning},
+  author={Julius Berner and Miguel Liu-Schiaffini and Jean Kossaifi and Valentin Duruisseaux and Boris Bonev and Kamyar Azizzadenesheli and Anima Anandkumar},
+  journal={arXiv:2506.10973},
+  year={2025},
+  url={https://arxiv.org/abs/2506.10973}
+}
 ---
 
 # Fine-Tuning This Neural Operator: A Simple Guide