From 29cb326587a073e7dc0fbadf4b742485713968fb Mon Sep 17 00:00:00 2001
From: Youjie Li <16678974+leonardo0lyj@users.noreply.github.com>
Date: Thu, 11 Sep 2025 22:50:05 -0700
Subject: [PATCH] add arxiv to README.md

---
 README.md | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/README.md b/README.md
index c21938e..da90641 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,8 @@
 # Breaking Changes Coming Soon ...
 
+
+# New Publication: https://arxiv.org/abs/2509.07003
+
 <div align="center">
     <img src="./docs/pictures/icon.png" width="150"/>
 </div>
@@ -68,3 +71,17 @@ _**veScale**_ is still in its early phase. We are refactoring our internal LLM t
 ## [License](./LICENSE)
 
 The veScale Project is under the Apache License v2.0.
+
+## Citation
+
+```bibtex
+@misc{li2025vescale,
+      title={veScale: Consistent and Efficient Tensor Programming with Eager-Mode SPMD}, 
+      author={Youjie Li and Cheng Wan and Zhiqi Lin and Hongyu Zhu and Jiacheng Yang and Ziang Song and Xinyi Di and Jiawei Wu and Huiyao Shu and Wenlei Bao and Yanghua Peng and Haibin Lin and Li-Wen Chang},
+      year={2025},
+      eprint={2509.07003},
+      archivePrefix={arXiv},
+      primaryClass={cs.PL},
+      url={https://arxiv.org/abs/2509.07003}, 
+}
+```