diff --git a/README.md b/README.md
index 2389b813d..d602c39c4 100644
--- a/README.md
+++ b/README.md
@@ -30,11 +30,11 @@
 如果本书对你有帮助，请Star (★) 本仓库或引用本书的英文版：
 
 ```
-@book{zhang2020dive,
+@article{zhang2021dive,
     title={Dive into Deep Learning},
-    author={Aston Zhang and Zachary C. Lipton and Mu Li and Alexander J. Smola},
-    note={\url{https://d2l.ai}},
-    year={2020}
+    author={Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J.},
+    journal={arXiv preprint arXiv:2106.11342},
+    year={2021}
 }
 ```