Update README.md

README.md

@@ -2,4 +2,15 @@
 license: cc-by-sa-4.0
 ---
 
-This repository is the pre-trained weights and metadata of [VL-SAE](https://github.com/ssfgunner/VL-SAE).
+This repository is the pre-trained weights and metadata of [VL-SAE](https://arxiv.org/abs/2510.21323),  which helps users to understand the vision-language alignment of VLMs via concepts.
+
+Source codes are available at [here](https://github.com/ssfgunner/VL-SAE).
+```bash
+# Download using huggingface_cli
+pip install huggingface_hub
+huggingface-cli download shufanshen/VL-SAE
+
+# Download using git
+git lfs install
+git clone git@hf.co:shufanshen/VL-SAE
+```