Link the arXiv paper

README.md

@@ -24,7 +24,7 @@ viewer: false
 <p align="center"><small><sup>1</sup>Rutgers University &emsp; <sup>2</sup>Adobe Research</small></p>
 <p align="center"><small><sup>*</sup>Corresponding author: <a href="mailto:can.jin@rutgers.edu">can.jin@rutgers.edu</a>. Work done during an internship at Adobe Research.</small></p>
 <p align="center">
-<a href="https://github.com/jincan333/ShellElastic/blob/main/paper/ShellElastic.pdf"><img alt="Paper" src="https://img.shields.io/badge/Paper-PDF-b31b1b?style=for-the-badge"></a>
+<a href="https://arxiv.org/pdf/2610.15124"><img alt="Paper" src="https://img.shields.io/badge/Paper-PDF-b31b1b?style=for-the-badge"></a>
 <a href="https://jincan333.github.io/ShellElastic_page"><img alt="Project Page" src="https://img.shields.io/badge/Project-Page-2f6db5?style=for-the-badge"></a>
 <a href="https://github.com/jincan333/ShellElastic"><img alt="Code" src="https://img.shields.io/badge/Code-GitHub-181717?style=for-the-badge&logo=github&logoColor=white"></a>
 <a href="https://huggingface.co/spaces/Can111/ShellElastic"><img alt="Checkpoints" src="https://img.shields.io/badge/Checkpoints-Hugging%20Face-ffd21e?style=for-the-badge&logo=huggingface&logoColor=white"></a>
@@ -136,10 +136,11 @@ The underlying web text belongs to its authors. DCLM-Baseline is intended for re
 
 ```bibtex
 @article{jin2026shellelastic,
-  title   = {ShellElastic: Scalable Elastic Pretraining with Simultaneous Maximal Updates and Hyperparameter Transfer},
+  title   = {{ShellElastic}: Scalable Elastic Pretraining with Simultaneous Maximal Updates and Hyperparameter Transfer},
   author  = {Jin, Can and Kang, Yan and Gong, Yifan and Ge, Chongjian and Xu, Mingze and Xiong, Yuanjun and Metaxas, Dimitris N. and Peng, Hongwu},
-  journal = {arXiv preprint arXiv:XXXX.XXXXX},
-  year    = {2026}
+  journal = {arXiv preprint arXiv:2610.15124},
+  year    = {2026},
+  url     = {https://arxiv.org/abs/2610.15124}
 }
 
 @article{li2024datacomp,