Update `README`

README.md

@@ -12,20 +12,19 @@ tags:
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 # PRLx-GAN
 Repository for [_Synthetic Generation and Latent Projection Denoising of Rim Lesions in Multiple Sclerosis_](https://openreview.net/forum?id=wFkiqB5spT&referrer=%5Bthe%20profile%20of%20Alexandra%20Grace%20Roberts%5D(%2Fprofile%3Fid%3D~Alexandra_Grace_Roberts1)) published in [Synthetic Data](https://syndata4cv.github.io/) at [CVPR 2025](https://cvpr.thecvf.com/). 
+
 ## Summary
-Paramagnetic rim lesions (PRLs) are a rare but highly prognostic lesion subtype in multiple sclerosis, visible only on susceptibility ($\chi$) contrasts. This work presents a generative framework to: <br/>
+Paramagnetic rim lesions (PRLs) are a rare but highly prognostic lesion subtype in multiple sclerosis, visible only on susceptibility ($\chi$) contrasts. [This work](https://huggingface.co/papers/2505.23353) presents a generative framework to: <br/>
 * Synthesize new rim lesion maps that address class imbalance in training data <br/>
 * Enable a novel denoising method to resolve radiologist disagreements on noisy labels, "ambiguous rim lesions". <br/>
 
-<br/>
-<br/>
 
 <div style="width:50%; margin: auto;">
 
   ![image/gif](https://cdn-uploads.huggingface.co/production/uploads/6839b01245636acda0a9edea/nawkDQNtgB8Ms9F1y0-Cg.gif)
    <i>Latent projection iterations to identify the denoised rim lesion from a "noisy" rim lesion.</i>
 </div>
-<br/>
+
 
 ## Contents
 Uncurated synthetic rim lesion susceptibilities can be found in [`png`](https://github.com/agr78/PRLx-GAN/tree/main/png) <br/>
@@ -57,3 +56,26 @@ Wait...then check the generated and denoised outputs
 ```
 cd ./out
 ```
+
+## Publications
+If this code is used, please cite the following:
+> [Conference Paper](https://openreview.net/forum?id=wFkiqB5spT&noteId=wFkiqB5spT): A. G. Roberts et al., "Synthetic Generation and Latent Projection Denoising of Rim Lesions in Multiple Sclerosis," Synthetic Data for Computer Vision at CVPR, 2025.
+> 
+
+## BibTex
+```bibtex
+@inproceedings{
+roberts2025synthetic,
+title={Synthetic Generation and Latent Projection Denoising of Rim Lesions in Multiple Sclerosis},
+author={Alexandra Grace Roberts and Ha Manh Luu and Mert Sisman and Alexey V. Dimov and Ceren Tozlu and Ilhami Kovanlikaya and Susan Gauthier and Thanh D. Nguyen and Yi Wang},
+booktitle={Synthetic Data for Computer Vision Workshop @ CVPR 2025},
+year={2025},
+url={https://openreview.net/forum?id=wFkiqB5spT}
+}
+```
+
+## Acknowledgements
+This method relies on the [StyleGAN2-ADA](https://github.com/NVlabs/stylegan2-ada-pytorch) architecture developed by [`@tkarras`](https://github.com/tkarras).
+## Contact
+Please direct questions to [Alexandra Roberts](https://github.com/agr78) at agr78@cornell.edu.
+