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index 174487e..6ac1efc 100644
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 Song, Yalan, Tadd Bindas, Chaopeng Shen, Haoyu Ji, Wouter Johannes Maria Knoben, Leo Lonzarich, Martyn P. Clark et al. "High-resolution national-scale water modeling is enhanced by multiscale differentiable physics-informed machine learning." Authorea Preprints (2024). https://doi.org/10.22541/essoar.172736277.74497104/v1
 ### Results
-![Alt text](../assets/project-figures/CONUS_dataset_NNSE_Song_2024.jpg)
-![Alt text](../assets/project-figures/CONUS_dataset_KGE_Song_2024.jpg)
+![Alt text](../assets/project-figures/CONUS_dataset_NNSE_Song_2024.png)
+![Alt text](../assets/project-figures/CONUS_dataset_KGE_Song_2024.png)
 
 ## Data description