diff --git a/README.md b/README.md
index 775517940..f68d6a520 100644
--- a/README.md
+++ b/README.md
@@ -60,6 +60,7 @@ An extensible, convenient, and efficient toolbox for finetuning large machine le
 ## Table of Contents
 
 
+
 - [LMFlow](#lmflow)
   - [Latest News](#latest-news)
   - [Table of Contents](#table-of-contents)
@@ -75,7 +76,6 @@ An extensible, convenient, and efficient toolbox for finetuning large machine le
   - [Support](#support)
   - [License](#license)
   - [Citation](#citation)
-
 ## Quick Start
 
 ### Setup
@@ -258,3 +258,11 @@ If you find this repository useful, please consider giving ⭐ and citing our [p
   year={2023}
 }
 ```
+```
+@article{pan2024lisa,
+  title={LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning}, 
+  author={Pan, Rui and Liu, Xiang and Diao, Shizhe and Pi, Renjie and Zhang, Jipeng and Han, Chi and Zhang, Tong},
+  journal={arXiv preprint arXiv:2403.17919},
+  year={2024}
+}
+```
\ No newline at end of file