Hi there! I am a master’s student in the General Artificial Intelligence Laboratory (SDU GAIL) at Shandong University, supervised by Prof. Pengjie Ren and Prof. Zhiwei Xu. I also work closely with Prof. Xin Xin and Prof. Mengqi Zhang. I received my B.Eng. in Computer Science and Technology from Shandong University with distinction. My research interests mainly lie in reinforcement learning and recommender systems.

Email: lingjie.wang at mail.sdu.edu.cn

Please feel free to contact me if you have any questions.

📝 Repo

Awesome-LLM4RS-Papers GitHub stars

This is a paper list about Large Language Model-enhanced Recommender System. It also contains some related works.

This repository was created by my senior, Jiyuan Yang, and I have contributed to the project.

Keywords: recommendation system, large language models

Welcome to open an issue or make a pull request!

📝 Papers

Do Generative Recommenders Deepen the Information Cocoon? A Closed-Loop Simulation with LLM-powered User Simulators - preprint | Code Stars

Jiyuan Yang, Gengxin Sun, Mengqi Zhang, Lingjie Wang, Yuanzi Li, Hongxi Cui, Xin Xin, Pengjie Ren

Divergence Meets Consensus: A Multi-Source Negative Sampling Framework for Sequential Recommendation - SIGIR 2026 | Code Stars

Yuanzi Li, Lingjie Wang, Jingyu Zhao, Zihang Tian, Yuhan Wang, Lei Wang, Xu Chen

Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems - EMNLP 2025 | Code Stars

Minghang Zhu*, Zhengliang Shi*, Zhiwei Xu, Shiguang Wu, Lingjie Wang, Pengjie Ren, Zhaochun Ren, Zhumin Chen

📖 Educations

  • Shandong University, Qingdao, China
    Master’s student in Computer Science, School of Computer Science and Technology
    September 2026–Now.
  • Shandong University, Qingdao, China
    B.Eng. in Computer Science and Technology, School of Computer Science and Technology
    September 2022–June 2026.

💻 Internships

  • Internship experience will be updated soon.

🎖 Honors and Awards

  • Undergraduate Graduate Representative, Shandong University, 2026.
  • Outstanding Undergraduate Thesis Award, Shandong University, 2026.
  • Outstanding Undergraduate Graduate, Shandong University, 2026.
  • National Outstanding Student Scholarship, China, 2025.
  • Finalist, MCM/ICM 2025, top 2% worldwide; team leader.
  • National Second Prize, China Undergraduate Mathematical Contest in Modeling, 2024, top 2%; team leader.
  • Outstanding Student Scholarship, Shandong University, 2023 — 2025.