From 447e8cfd380ef638686af5679cec53226f2f2a61 Mon Sep 17 00:00:00 2001
From: Shihang Wang <53704527+Shihang-Wang-58@users.noreply.github.com>
Date: Thu, 17 Oct 2024 10:29:16 +0800
Subject: [PATCH 1/2] Update README.md

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

diff --git a/models/README.md b/models/README.md
index 24e2cb2..87f2ef8 100644
--- a/models/README.md
+++ b/models/README.md
@@ -12,7 +12,7 @@ To use these models, put them under the ```${GeminiMol}/models/```.
 
 **Conformational Space Profile Enhances Generic Molecular Representation Learning**     
 Lin Wang, Shihang Wang, Hao Yang, Shiwei Li, Xinyu Wang, Yongqi Zhou, Siyuan Tian, Lu Liu, Fang Bai    
-bioRxiv 2023.12.14.571629; doi: https://doi.org/10.1101/2023.12.14.571629    
+*Advanced Science*, 2024; doi: 10.1002/advs.202403998
 
 ## Get in Touch
 

From 87fed805664254357df156d143e61fdd163fdae8 Mon Sep 17 00:00:00 2001
From: Shihang Wang <53704527+Shihang-Wang-58@users.noreply.github.com>
Date: Thu, 17 Oct 2024 10:33:15 +0800
Subject: [PATCH 2/2] Update README.md

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

diff --git a/geminimol/README.md b/geminimol/README.md
index 4a40ab9..2a16d9f 100644
--- a/geminimol/README.md
+++ b/geminimol/README.md
@@ -49,7 +49,7 @@ Screener.py:
 
 **Conformational Space Profile Enhances Generic Molecular Representation Learning**     
 Lin Wang, Shihang Wang, Hao Yang, Shiwei Li, Xinyu Wang, Yongqi Zhou, Siyuan Tian, Lu Liu, Fang Bai    
-bioRxiv 2023.12.14.571629; doi: https://doi.org/10.1101/2023.12.14.571629    
+*Advanced Science*, 2024; doi: 10.1002/advs.202403998
 
 
 ## Get in Touch