Update README.md

README.md

@@ -10,11 +10,11 @@ datasets:
 - lrs3
 ---
 
-# DLLM-VSR: Diffusion Large Language Models for Visual Speech Recognition
+# Diffusion Large Language Models for Visual Speech Recognition
 
 Paper checkpoints for **DLLM-VSR** — adapting the Dream-7B discrete-diffusion LLM to Visual Speech Recognition (VSR) on LRS3.
 
-- Paper: [arxiv.org/abs/XXXX.XXXXX](http://arxiv.org/abs/XXXX.XXXXX)
+- Paper: [arxiv.org/abs/2605.28456](http://arxiv.org/abs/2605.28456)
 - Code: [github.com/jh-y/dllm-vsr](https://github.com/jh-y/dllm-vsr)
 - Authors: Jeong Hun Yeo, Chae Won Kim, Hyeongseop Rha, Yong Man Ro
 
@@ -57,7 +57,7 @@ Then follow the [code repo's README](https://github.com/jh-y/dllm-vsr) for envir
 @article{yeo2026dllmvsr,
   title={Diffusion Large Language Models for Visual Speech Recognition},
   author={Yeo, Jeong Hun and Kim, Chae Won and Rha, Hyeongseop and Ro, Yong Man},
-  journal={arXiv preprint arXiv:XXXX.XXXXX},
+  journal={arXiv preprint arXiv:2605.28456},
   year={2026}
 }
 ```