From 5f8fd4dc57e8d952437dddf5bd2bcc973e644fa7 Mon Sep 17 00:00:00 2001
From: WanNaa <ymjiii98@gmail.com>
Date: Thu, 21 May 2026 14:37:31 +0000
Subject: [PATCH 1/3] docs: refresh README PyPI badge URL

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d284740..ef57d05 100644
--- a/README.md
+++ b/README.md
@@ -21,7 +21,7 @@
 
 <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://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://github.com/THUDM/INFTY/"><img src="https://img.shields.io/badge/arXiv-2507.12345-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>

From c91759919a018e118b54454c4355645ca7412d6a Mon Sep 17 00:00:00 2001
From: WanNaa <ymjiii98@gmail.com>
Date: Thu, 21 May 2026 14:40:56 +0000
Subject: [PATCH 2/3] docs: point README arXiv badge at C-Flat++

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index ef57d05..5d5d4fa 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@
 <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&logo=pypi&cacheSeconds=300" 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://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>

From 4be02e43539cf454c8f30b50b92e8cf0c357d076 Mon Sep 17 00:00:00 2001
From: WanNaa <ymjiii98@gmail.com>
Date: Thu, 21 May 2026 14:42:05 +0000
Subject: [PATCH 3/3] docs: point Sphinx installation guide at THUDM repo

---
 sphinx_docs/installation.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

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: