diff --git a/README.md b/README.md
index 12308c1..b1accae 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,6 @@
 # RAG-Driver
+[Arxiv](https://arxiv.org/abs/2402.10828) [Project Page](https://yuanjianhao508.github.io/RAG-Driver/)
+
 Official GitHub repository for "RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model ".