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README.md

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-# denoising-diffusion-pytorch
-Implementation of Denoising Diffusion Probabilistic Model in Pytorch
+## Denoising Diffusion Probabilistic Model, in Pytorch
+
+Implementation of <a href="https://arxiv.org/abs/2006.11239">Denoising Diffusion Probabilistic Model</a> in Pytorch
+
+## Citations
+
+```bibtex
+@misc{ho2020denoising,
+    title={Denoising Diffusion Probabilistic Models},
+    author={Jonathan Ho and Ajay Jain and Pieter Abbeel},
+    year={2020},
+    eprint={2006.11239},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG}
+}
+```