Update README.md

README.md

@@ -8,9 +8,9 @@ language:
 
 In this repository, we provide the pretrained models as described in our paper: 
 
-> Holvoet, F., Blier-Wong, C., & Antonio, K. (2025). A multi-view contrastive learning framework for spatial embeddings in risk modeling. *arXiv preprint arXiv:XXXX.XXXXX*.
+> Holvoet, F., Blier-Wong, C., & Antonio, K. (2025). A multi-view contrastive learning framework for spatial embeddings in risk modeling. *arXiv preprint arXiv:2511.17954*.
 
-Paper is available as pre-print via Arxiv: **[arXiv preprint arXiv:XXXX.XXXXX](https://arxiv.com)**
+Paper is available as pre-print via Arxiv: **[arXiv preprint arXiv:2511.17954](https://arxiv.org/abs/2511.17954)**
 
 This repository accompanies our [GitHub repository](https://github.com/freekholvoet/MultiviewSpatialEmbeddings) where you can find the code to train the models, as well as an exmaple on usage.
 
@@ -69,7 +69,7 @@ Citing the paper:
 @article{holvoet2025multiview,
   title={A multi-view contrastive learning framework for spatial embeddings in risk modeling},
   author={Holvoet, Freek and Blier-Wong, Christopher and Antonio, Katrien},
-  journal={arXiv preprint arXiv:XXXX.XXXXX},
+  journal={arXiv preprint arXiv:2511.17954},
   year={2025}
 }
 ```