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welcome.ipynb

@@ -7,6 +7,8 @@
    "source": [
     "# Welcome!  \n",
     "This is the Huggingface space provides a demo of the devkit tools for working with the Flooded Road Environments Dataset (FRED). This work aims to enable and foster more research into the improvement of methods for detecting water hazards from autonomous vehicles.  \n",
+    "  \n",
+    "Preprint Paper: https://arxiv.org/abs/2605.22018  \n",
     "Github Repo: https://github.com/AVR3-Training-Centre/python-FRED  \n",
     "Dataset Page: https://huggingface.co/datasets/CMalone-Jupiter/FRED  \n",
     "Research Group: https://avr3.org.au/ "