diff --git a/README.md b/README.md
index d284740..5d5d4fa 100644
--- a/README.md
+++ b/README.md
@@ -21,8 +21,8 @@
 
 <p align="center">
   <a href="https://INFTY-AI.github.io/doc/"><img src="https://img.shields.io/badge/Documentation-Documentation-blue.svg" alt="Documentation"></a>
-  <a href="https://pypi.org/project/infty/"><img src="https://img.shields.io/pypi/v/infty?label=PyPI" alt="PyPI"></a>
-  <a href="https://github.com/THUDM/INFTY/"><img src="https://img.shields.io/badge/arXiv-2507.12345-b31b1b.svg" alt="arXiv"></a>
+  <a href="https://pypi.org/project/infty/"><img src="https://img.shields.io/pypi/v/infty?label=PyPI&logo=pypi&cacheSeconds=300" alt="PyPI"></a>
+  <a href="https://arxiv.org/abs/2508.18860"><img src="https://img.shields.io/badge/arXiv-2508.18860-b31b1b.svg" alt="arXiv"></a>
   <a href="https://pytorch.org/get-started/locally/"><img alt="PyTorch" src="https://img.shields.io/badge/PyTorch-ee4c2c?logo=pytorch&logoColor=white"></a>
   <a href="https://opensource.org/licenses/MIT"><img src="https://img.shields.io/badge/License-MIT-green.svg" alt="License: MIT"></a>
 </p>
diff --git a/sphinx_docs/installation.rst b/sphinx_docs/installation.rst
index 3e1c57c..6c1d4a2 100644
--- a/sphinx_docs/installation.rst
+++ b/sphinx_docs/installation.rst
@@ -11,8 +11,8 @@ Install from source:
 
 .. code-block:: bash
 
-   git clone https://github.com/WanNaa/INFTY_demo.git
-   cd INFTY_demo
+   git clone https://github.com/THUDM/INFTY.git
+   cd INFTY
    python -m pip install -e ".[examples]"
 
 Verify imports: