Update README.md

Link to paper-page

README.md

@@ -31,4 +31,16 @@ Details and model loading can be seen [https://github.com/HKUNLP/DiffuLLaMA](htt
 - Transformers 4.44.2
 - Pytorch 2.1.1+cu121
 - Datasets 2.21.0
-- Tokenizers 0.19.1
+- Tokenizers 0.19.1
+
+```
+@misc{gong2024scalingdiffusionlanguagemodels,
+      title={Scaling Diffusion Language Models via Adaptation from Autoregressive Models}, 
+      author={Shansan Gong and Shivam Agarwal and Yizhe Zhang and Jiacheng Ye and Lin Zheng and Mukai Li and Chenxin An and Peilin Zhao and Wei Bi and Jiawei Han and Hao Peng and Lingpeng Kong},
+      year={2024},
+      eprint={2410.17891},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2410.17891}, 
+}
+```