diff --git a/_pages/about.md b/_pages/about.md
index af256777272..ec58d4dd1c8 100644
--- a/_pages/about.md
+++ b/_pages/about.md
@@ -41,14 +41,14 @@ My research interests include:
 {% include_relative includes/pub.md %}
 
 
-# 🎖 Honors and Awards
+# 🏆 Honors and Awards
 - *2022-2025* Graduate Academic Scholarship, East China Normal University
-- *2022.06* Outstanding Graduate, East China University of Science and Technology 
+- *2022.06* Outstanding Graduate, East China University of Science and Technology
 - *2018-2022* Academic Excellence Scholarship, East China University of Science and Technology 
 
 
 # 📖 Educations
-- *2022.09 - now*, PhD, Data Science and Engineering, East China Normal University (via postgraduate recommendation) <img src='./images/logos/ecnu.png' style='width: 3.5em;'>
+- *2022.09 - now*, PhD, Data Science and Engineering, East China Normal University (via postgraduate recommendation) <img src='./images/logos/ecnu.png' style='width: 2.5em;'>
 - *2018.09 - 2022.06*, Undergraduate, School of Information Science and Engineering, East China University of Science and Technology  <img src='./images/logos/ecust.png' style='width: 2.5em;'>
 
 <!-- # 💬 Invited Talks
diff --git a/_pages/includes/pub.md b/_pages/includes/pub.md
index 85649b8f50c..181766cac47 100644
--- a/_pages/includes/pub.md
+++ b/_pages/includes/pub.md
@@ -1,9 +1,14 @@
 
-# 📝 Publications  <a href='https://scholar.google.com/citations?user=piCIfLwAAAAJ'><img src="https://img.shields.io/endpoint?url={{ url | url_encode }}&logo=Google%20Scholar&labelColor=f6f6f6&color=9cf&style=flat&label=citations"></a>
+# 📑 Publications  <a href='https://scholar.google.com/citations?user=piCIfLwAAAAJ'><img src="https://img.shields.io/endpoint?url={{ url | url_encode }}&logo=Google%20Scholar&labelColor=f6f6f6&color=9cf&style=flat&label=citations"></a>
 
 
 - `KDD 2025` [RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning](https://arxiv.org/abs/2408.03195), <br> **Jiapeng Zhu**, Zichen Ding, Jianxiang Yu, Jiaqi Tan, Xiang Li.
 
 - `CIKM 2024` [GraphCBAL: Class-Balanced Active Learning for Graph Neural Networks via Reinforcement Learning](https://dl.acm.org/doi/abs/10.1145/3627673.3679624), <br> ChengCheng Yu, **Jiapeng Zhu**, Xiang Li.
 
-More preprints under review will be released soon, and some papers can be found on Google Scholar. 📚✨🔍
\ No newline at end of file
+
+# 📜 Preprints
+
+- [Enhancing LLM-based Hatred and Toxicity Detection with Meta-Toxic Knowledge Graph](https://arxiv.org/abs/2412.15268), <br> Yibo Zhao, **Jiapeng Zhu**, Can Xu, Xiang Li.
+
+- [SEAGraph: Unveiling the Whole Story of Paper Review Comments](https://arxiv.org/abs/2412.11939), <br> Jianxiang Yu, Jiaqi Tan, Zichen Ding, **Jiapeng Zhu**, Jiahao Li, Yao Cheng, Qier Cui, Yunshi Lan, Xiang Li.