Update README.md

README.md

@@ -100,13 +100,10 @@ print("nfe:",nfe,"token length",len(generated_tokens[0]))
 ## 📚 Citation
 
 ```bibtex
-@misc{chen2026dmaxaggressiveparalleldecoding,
-      title={DMax: Aggressive Parallel Decoding for dLLMs}, 
-      author={Zigeng Chen and Gongfan Fang and Xinyin Ma and Ruonan Yu and Xinchao Wang},
-      year={2026},
-      eprint={2604.08302},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2604.08302}, 
+@article{chen2026dmax,
+  title={DMax: Aggressive Parallel Decoding for dLLMs},
+  author={Chen, Zigeng and Fang, Gongfan and Ma, Xinyin and Yu, Ruonan and Wang, Xinchao},
+  journal={arXiv preprint arXiv:2604.08302},
+  year={2026}
 }
 ```