Update README.md

README.md

@@ -88,14 +88,14 @@ ethical_considerations:
   - "Ensure responsible deployment, especially in applications where simulation accuracy is critical (e.g., engineering design)."
   - "Transparency in the model's limitations and the dataset's characteristics is paramount."
 
-# Citation (if applicable)
-@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}  
-}
+citation: |
+  @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