Update README.md

README.md

@@ -98,14 +98,22 @@ the project!*
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 </figure>
 
-## Citation
+## Citing UM-Bridge
 
-Please cite: Seelinger et al., (2023). UM-Bridge: Uncertainty quantification and modeling bridge. Journal of Open Source Software, 8(83), 4748, [url](https://doi.org/10.21105/joss.04748).
+When using UM-Bridge in scientific publications, please cite:
+
+Seelinger et al., (2023). UM-Bridge: Uncertainty quantification and modeling bridge. Journal of Open Source Software, 8(83), 4748, [url](https://doi.org/10.21105/joss.04748).
 
 ```
 @article{UMBridge, doi = {10.21105/joss.04748}, url = {https://doi.org/10.21105/joss.04748}, year = {2023}, publisher = {The Open Journal}, volume = {8}, number = {83}, pages = {4748}, author = {Linus Seelinger and Vivian Cheng-Seelinger and Andrew Davis and Matthew Parno and Anne Reinarz}, title = {UM-Bridge: Uncertainty quantification and modeling bridge}, journal = {Journal of Open Source Software} }
 ```
 
+Seelinger et al., (2024). Democratizing Uncertainty Quantification. Arxiv preprint, [url](https://doi.org/10.48550/arXiv.2402.13768).
+
+```
+@misc{DemocratizingUQ, title={Democratizing Uncertainty Quantification}, author={Linus Seelinger and Anne Reinarz and Mikkel B. Lykkegaard and Amal M. A. Alghamdi and David Aristoff and Wolfgang Bangerth and Jean Bénézech and Matteo Diez and Kurt Frey and John D. Jakeman and Jakob S. Jørgensen and Ki-Tae Kim and Massimiliano Martinelli and Matthew Parno and Riccardo Pellegrini and Noemi Petra and Nicolai A. B. Riis and Katherine Rosenfeld and Andrea Serani and Lorenzo Tamellini and Umberto Villa and Tim J. Dodwell and Robert Scheichl}, year={2024}, eprint={2402.13768}, archivePrefix={arXiv} }
+```
+
 ## Resources
 
 This repository hosts stand-alone reference problems for benchmarking of UQ algorithms.