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@@ -63,26 +63,27 @@ Replace `MODEL_NAME.ckpt` with the desired model filename from the list above. T
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  ## Citation
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  Citing the models:
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  ```bibtex
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  @misc{freek_holvoet_2025,
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  author = { Freek Holvoet },
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- title = { multiview_spatial_embedding},
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  year = 2025,
 
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  url = { https://huggingface.co/FreekH/multiview_spatial_embedding },
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  doi = { 10.57967/hf/7009 },
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  publisher = { Hugging Face }
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  }
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- ```
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-
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- Citing the paper:
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-
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- ```bibtex
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- @article{holvoet2025multiview,
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- title={A multi-view contrastive learning framework for spatial embeddings in risk modeling},
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- author={Holvoet, Freek and Blier-Wong, Christopher and Antonio, Katrien},
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- journal={arXiv preprint arXiv:XXXX.XXXXX},
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- year={2025}
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- }
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  ```
 
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  ## Citation
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+ Citing the paper:
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+
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+ ```bibtex
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+ @article{holvoet2025multiview,
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+ title={A multi-view contrastive learning framework for spatial embeddings in risk modeling},
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+ author={Holvoet, Freek and Blier-Wong, Christopher and Antonio, Katrien},
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+ journal={arXiv preprint arXiv:XXXX.XXXXX},
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+ year={2025}
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+ }
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+ ```
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+
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  Citing the models:
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  ```bibtex
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  @misc{freek_holvoet_2025,
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  author = { Freek Holvoet },
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+ title = { Spatial embeddings via multiview contrastive learning},
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  year = 2025,
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+ note = {[Pretrained spatial embedding models]},
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  url = { https://huggingface.co/FreekH/multiview_spatial_embedding },
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  doi = { 10.57967/hf/7009 },
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  publisher = { Hugging Face }
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  }
 
 
 
 
 
 
 
 
 
 
 
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  ```