diff --git a/_pages/about.md b/_pages/about.md
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 <span class='anchor' id='about-me'></span>
 
-I am currently a first year PhD Student at the School of Data Science and Engineering, East China Normal University, under the supervision of Prof. Weining Qian and [Prof. Xiang Li](https://lixiang3776.github.io/) in the PLANING (graPh mining and LANguage processING) lab.
+I am currently a first-year PhD Student at the School of Data Science and Engineering, East China Normal University, under the supervision of Prof. Weining Qian and [Prof. Xiang Li](https://lixiang3776.github.io/) in the PLANING (graPh mining and LANguage processING) lab.
 
 My research interests include:
 - **Reinforcement Learning**: applications in graph representation learning, Retrieval-Augmented Generation (RAG);
@@ -34,7 +34,7 @@ My research interests include:
 <span class='anchor' id='publications'></span>
 
 # 🔥 News
-
+- *2025.01* 🥂🥂 Our paper ACAQL is accepted by TKDE 2025! The system has been applied to Credit Card Center of Bank of Shanghai.
 - *2024.12* 🎉🎉 New homepage!
 - *2024.11* 🥂🥂 Our paper [RELIEF](https://arxiv.org/pdf/2408.03195) is accepted by KDD 2025! See you in Toronto!
 
@@ -48,7 +48,7 @@ My research interests include:
 
 
 # 📖 Educations
-- *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;'>
+- *2022.09 - now*, PhD, Data Science and Engineering, East China Normal University (via postgraduate recommendation) <img src='./images/logos/ecnu.png' style='width: 2.3em;'>
 - *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
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 # 📑 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>
 
+- `TKDE 2025` Adversarial Conservative Alternating Q-Learning for Credit Card Debt Collection, <br> Wenhui Liu, **Jiapeng Zhu**, Lyu Ni, Jingyu Bi, Zhijian Wu, Jiajie Long, Mengyao Gao, Dingjiang Huang, Shuigeng Zhou.
 
 - `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.