docs: update README banner and publication reference

Author: Hem-W

README.md

@@ -1,6 +1,6 @@
 <p align="center">
   <a href="https://github.com/PREP-NexT/DOMINO-SEE">
-    <img src="https://raw.githubusercontent.com/Hem-W/dominosee-dev/refs/heads/main/docs/source/_static/DOMINO-SEE%20Horizontal.svg" width="550" alt="DOMINO-SEE logo">
+    <img src="https://raw.githubusercontent.com/PREP-NexT/DOMINO-SEE/refs/heads/main/docs/source/_static/DOMINO-SEE%20Horizontal.svg" width="550" alt="DOMINO-SEE logo">
   </a>
 </p>
 
@@ -72,6 +72,26 @@ This section includes a brief tutorial on running your first DOMINO-SEE model.
     pip install -e .
     ```
 
+## Citing DOMINO-SEE
+
+![DOMINO-SEE_logos_QR](https://raw.githubusercontent.com/PREP-NexT/DOMINO-SEE/refs/heads/main/docs/source/_static/images/dominosee_banner_qr_white.svg)
+
+If you use DOMINO-SEE in a scientific publication, we would appreciate citations. You can use the following BibTeX entry:
+
+```bibtex
+@article{wang_2025,
+	title = {Spatially synchronized structures of global hydroclimatic extremes},
+	issn = {2731-6084},
+	url = {https://www.nature.com/articles/s44221-025-00520-w},
+	doi = {10.1038/s44221-025-00520-w},
+	urldate = {2025-10-29},
+	journal = {Nature Water},
+	author = {Wang, Hui-Min and He, Xiaogang},
+	month = oct,
+	year = {2025},
+}
+```
+
 ## Contact Us
 
 If you have any questions, comments, or suggestions that aren't suitable for public discussion in the Issues section, please feel free to contact [Hui-Min Wang](mailto:wanghuimin@u.nus.edu).

docs/source/_static/dominosee_publications.bib

@@ -1,10 +1,11 @@
 @article{wang_2025,
-  author = {Wang, Hui-Min and He, Xiaogang},
-  title = {Spatially Synchronized Structures of Global Hydroclimatic Extremes},
-  journal = {TBA},
-  volume = {XX},
-  number = {X},
-  pages = {XXX--XXX},
-  year = {2025},
-  doi = {TBA}
+	title = {Spatially synchronized structures of global hydroclimatic extremes},
+	issn = {2731-6084},
+	url = {https://www.nature.com/articles/s44221-025-00520-w},
+	doi = {10.1038/s44221-025-00520-w},
+	urldate = {2025-10-29},
+	journal = {Nature Water},
+	author = {Wang, Hui-Min and He, Xiaogang},
+	month = oct,
+	year = {2025},
 }

docs/source/_static/images/dominosee_banner_qr_white.svg

@@ -5,7 +5,7 @@ If you use DOMINO-SEE for your work, please cite the core publication :cite:`wan
 
 **Citation:**
 
-   Wang, H.-M., & He, X. (2025). Spatially synchronized structures of global hydroclimatic extremes. TBA, X(X), XXX-XXX. doi:TBA.
+   Wang, H.-M., & He, X. (2025). Spatially synchronized structures of global hydroclimatic extremes. Nature Water. https://doi.org/10.1038/s44221-025-00520-w
 
 **BibTeX format:**
 
@@ -22,5 +22,5 @@ Publications by Topic
    * - Topic Keyword
      - Publication
    * - Spatial compound droughts & pluvials
-     - Wang, H.-M., & He, X. (TBA). Spatially synchronized structures of global hydroclimatic extremes. TBA, X(X), XXX-XXX. https://doi.org/TBA
+     - Wang, H.-M., & He, X. (2025). Spatially synchronized structures of global hydroclimatic extremes. Nature Water. https://doi.org/10.1038/s44221-025-00520-w
 

docs/source/citations.rst

@@ -1,12 +1,13 @@
 @article{wang_spatially_2025,
-  author = {Wang, Hui-Min and He, Xiaogang},
-  title = {Spatially Synchronized Structures of Global Hydroclimatic Extremes},
-  journal = {TBA},
-  volume = {XX},
-  number = {X},
-  pages = {XXX--XXX},
-  year = {2025},
-  doi = {TBA}
+	title = {Spatially synchronized structures of global hydroclimatic extremes},
+	issn = {2731-6084},
+	url = {https://www.nature.com/articles/s44221-025-00520-w},
+	doi = {10.1038/s44221-025-00520-w},
+	urldate = {2025-10-29},
+	journal = {Nature Water},
+	author = {Wang, Hui-Min and He, Xiaogang},
+	month = oct,
+	year = {2025},
 }
 
 @article{bendito_estimation_2007,