diff --git a/README.md b/README.md
index f74a15b3b..f7290945f 100644
--- a/README.md
+++ b/README.md
@@ -4,6 +4,7 @@

+[](https://deepwiki.com/PaddlePaddle/GraphNet)
[](https://arxiv.org/abs/2510.24035)