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README.md

@@ -36,8 +36,8 @@ Diffusion Graph Neural Networks for Robust Olfactory Navigation in Robotics
 
 [![MIT license](https://img.shields.io/badge/License-MIT-blue.svg)](#license)
 [![Colab](https://img.shields.io/badge/Run%20in-Colab-yellow?logo=google-colab)](https://colab.research.google.com/drive/1z-ITTEfVtMMbfbN50u2AfQhzvuYkrRn7?usp=sharing)
-[![Paper](https://img.shields.io/badge/Research-Paper-red)](https://arxiv.org/abs/2506.00455)
-[![Open in Spaces](https://huggingface.co/datasets/huggingface/badges/resolve/main/open-in-hf-spaces-sm.svg)](https://huggingface.co/spaces)
+[![Paper](https://img.shields.io/badge/Research-Paper-red)](https://arxiv.org/abs/2506.00455v4)
+[![Open in Spaces](https://huggingface.co/datasets/huggingface/badges/resolve/main/open-in-hf-spaces-sm.svg)](https://huggingface.co/kordelfrance/diffusion-graph-olfaction-models)
 
 </div>
 
@@ -183,7 +183,7 @@ If you use these models in your research, please cite as follows:
       eprint={2506.00455},
       archivePrefix={arXiv},
       primaryClass={cs.RO},
-      url={https://arxiv.org/abs/2506.00455}, 
+      url={https://arxiv.org/abs/2506.00455v3}, 
 }
 ```