diff --git a/README.md b/README.md
index cf4dde7..e6af817 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,4 @@
-# P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic Segmentation
+# P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic Segmentation  [[Arxiv]](https://arxiv.org/abs/2310.15025)
+
+Code will be released soon, stay tuned!