Update README with revised documentation

README.md

@@ -57,11 +57,14 @@ A simple notebook to get started: [github_notebook_link](https://github.com/Sale
 If you're using any Moirai model or Uni2TS in your research or applications, please cite it using this BibTeX:
 
 ```markdown
-@article{woo2024unified,
-  title={Unified Training of Universal Time Series Forecasting Transformers},
-  author={Woo, Gerald and Liu, Chenghao and Kumar, Akshat and Xiong, Caiming and Savarese, Silvio and Sahoo, Doyen},
-  journal={arXiv preprint arXiv:2402.02592},
-  year={2024}
+@misc{liu2025moirai20timeseries,
+      title={Moirai 2.0: When Less Is More for Time Series Forecasting}, 
+      author={Chenghao Liu and Taha Aksu and Juncheng Liu and Xu Liu and Hanshu Yan and Quang Pham and Silvio Savarese and Doyen Sahoo and Caiming Xiong and Junnan Li},
+      year={2025},
+      eprint={2511.11698},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2511.11698}, 
 }
 ```