diff --git a/README.md b/README.md
index 5be32b5..9ead8c8 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,7 @@ This repo collects papers, documents, and codes about model quantization for any
   - [Survey\_of\_Binarization](#survey_of_binarization)
   - [Survey\_of\_Quantization](#survey_of_quantization)
 - [Papers](#papers)
+  - [2025](#2025)
   - [2024](#2024)
   - [2023](#2023)
   - [2022](#2022)
@@ -109,6 +110,10 @@ Amir Gholami\* , Sehoon Kim\* , Zhen Dong\* , Zhewei Yao\* , Michael W. Mahoney,
 
 ----
 
+### 2025
+
+- [[ICML](https://arxiv.org/abs/2505.07004)] GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance [[code](https://github.com/snu-mllab/GuidedQuant)]![GitHub Repo stars](https://img.shields.io/github/stars/snu-mllab/GuidedQuant)
+
 ### 2024
 
 - [[TMLR](https://openreview.net/pdf?id=IEKtMMSblm)] PLUM: Improving Inference Efficiency By Leveraging Repetition-Sparsity Trade-Off [[code](https://github.com/sachitkuhar/PLUM)][[webpage](https://github.com/sachitkuhar/PLUM)][[video](https://www.youtube.com/watch?v=nE_CYDWqQ_I)][**`bnn`**] [**`inference`**]