diff --git a/README.md b/README.md
index e959bf4c..ce846bd1 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,7 @@ A fully decentralized inference engine developed by [Gradient](https://gradient.
 | [**Blog**](https://gradient.network/blog/parallax-world-inference-engine)
 | [**X(Twitter)**](https://x.com/Gradient_HQ)
 | [**Discord**](https://discord.gg/gradientnetwork)
+| [**Arxiv**](https://arxiv.org/pdf/2509.26182v1)
 
 🔥 **NEW: Parallax version 0.0.1 has been released!**