👋 About me

Hi! I’m Junlin Liu (刘俊麟). I am currently a graduate student majoring in Artificial Intelligence at the Institute of Automation Chinese Academy of Sciences (CASIA), and the University of Chinese Academy of Sciences (UCAS).

My research interests include reinforcement learning, large language models and multi-agent cooperation and games. I am particularly interested in evaluating and improving the reasoning capabilities of foundation models, with a focus on challenging mathematical and general reasoning.

📝 Publications

Full list of publications in Google Scholar.

  • AMO-Bench: Large Language Models Still Struggle in High School Math Competitions. (ACL 2026, under review) Stars Citations
    Junlin Liu, Shengnan An, Shuang Zhou, Dan Ma, Yehao Lin, Xinxuan Lv, Xuanlin Wang, Xiaoyu Li, Ziwen Wang, Xuezhi Cao, Xunliang Cai.
    [Paper] [Code] [ProjectPage] [HuggingFace]

  • Evolutionary Enhanced Multi-Agent Reinforcement Learning for Cooperative Air Combat. (IJCNN 2026, under review)
    Chengwei Li*, Junlin Liu*, Yang Gao, Hui Chang, Xinchen Zhang, hao Zhao.

  • LCAS-DetNet: A Ship Target Detection Network for Synthetic Aperture Radar Images. (Applied Sciences) Citations
    Junlin Liu, Dingyi Liao, Xianyao Wang, Jun Li, Bing Yang, Guanyu Chen.
    [Paper] [Code]

📖 Educations

  • 2025.09 – present, icon Institute of Automation Chinese Academy of Sciences (CASIA), Master’s Degree (Artificial Intelligence).
  • 2025.09 – present, icon University of Chinese Academy of Sciences (UCAS).
  • 2021.09 – 2025.06, icon Sichuan Agricultural University (SiCAU), Bachelor’s Degree (Computer Sciences).
    • GPA: 94.31/100, Rank: 1/198, Adviser: Prof.Jun Li.

💻 Internship Experience

  • 2025.09 – present, 北京三快科技有限公司 (美团), icon LongCat Team. Mentor: Dr.Shengnan An.
  • 2025.07 - 2025.09, 百度在线网络技术有限公司, icon ERNIE Team. Mentor: Dr.Xin Wang.
  • 2025.03 - 2025.05, 北京人形机器人创新中心有限公司 (天工机器人), icon Large Model Department. Mentor: Dr.Xiaoyi Chen.

🏆 Honors and Awards

  • 2025.06, Outstanding Graduates of Sichuan Province (四川省优秀毕业生, Top 2%)
  • 2025.06, Outstanding Graduation Thesis (优秀毕业论文, Top 1%)
  • 2024.12, Outstanding Student Model (优秀学生标兵, The highest honor of the university, awarded to only 10 students)
  • 2024.12, China National Scholarship (国家奖学金, Top 0.2%)
  • 2023.12, Outstanding Student Scholarship (优秀学生奖学金, Top 1%)

📌 Academic Service

  • Reviewer for: ACL, AAAI
  • Reviewer for: Applied Sciences