docs: updating the citation on the docsite

docs/index.rst

@@ -39,12 +39,19 @@ Hi there! If you use SQuADDS in your research, please support its continued deve
 
 .. code-block:: latex
 
-    @article{SQuADDS,
-        title={SQuADDS: A validated design database and simulation workflow for superconducting qubit design},
-        author={Sadman Ahmed Shanto, Andre Kuo, Clark Miyamoto, Haimeng Zhang, Vivek Maurya, Evangelos Vlachos, Malida Hecht, Chung Wa Shum and Eli Levenson-Falk},
-        journal={arXiv preprint arXiv: https://arxiv.org/pdf/2312.13483.pdf},
-        year={2023}
-    }
+   @article{Shanto2024squaddsvalidated,
+     doi = {10.22331/q-2024-09-09-1465},
+     url = {https://doi.org/10.22331/q-2024-09-09-1465},
+     title = {{SQ}u{ADDS}: {A} validated design database and simulation workflow for superconducting qubit design},
+     author = {Shanto, Sadman and Kuo, Andre and Miyamoto, Clark and Zhang, Haimeng and Maurya, Vivek and Vlachos, Evangelos and Hecht, Malida and Shum, Chung Wa and Levenson-Falk, Eli},
+     journal = {{Quantum}},
+     issn = {2521-327X},
+     publisher = {{Verein zur F{\"{o}}rderung des Open Access Publizierens in den Quantenwissenschaften}},
+     volume = {8},
+     pages = {1465},
+     month = sep,
+     year = {2024}
+   }
 
 
 Indices and tables