Update README.md

README.md

@@ -40,8 +40,8 @@ tags:
 
 - **Repository Fork:** [https://github.com/juliocesar-io/PLA-Net](https://github.com/juliocesar-io/PLA-Net)
 - **Repository Official:** [https://github.com/BCV-Uniandes/PLA-Net](https://github.com/BCV-Uniandes/PLA-Net)
-- **Paper:**  
-- **Demo:** 
+- **Paper:**  [https://www.nature.com/articles/s41598-022-12180-x](https://www.nature.com/articles/s41598-022-12180-x)
+- **Demo:** [https://huggingface.co/spaces/juliocesar-io/PLA-Net](https://huggingface.co/spaces/juliocesar-io/PLA-Net)
 
 ## Docker Install
 
@@ -130,8 +130,8 @@ python scripts/pla_net_inference.py \
 ```
 
 ## Models
-
 You can download the pre-trained models from [Hugging Face](https://huggingface.co/juliocesar-io/PLA-Net).
+
 ## Training 
 
 To train each of the components of our method: LM, LM+Advs, LMPM and PLA-Net please refer to planet.sh file and run the desired models.
@@ -141,8 +141,6 @@ To evaluate each of the components of our method: LM, LM+Advs, LMPM and PLA-Net
 
 ## Citation
 
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-
 **BibTeX:**
 
 ```
@@ -160,8 +158,4 @@ To evaluate each of the components of our method: LM, LM+Advs, LMPM and PLA-Net
 
 ## Model Card Authors
 
-- [Julio César](https://juliocesar.io/)
-
-## Model Card Contact
-
-- jc@juliocesar.io
+- [Julio César](https://juliocesar.io/) / Contact: jc@juliocesar.io