👋 About me

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

I’m currently a research intern focusing on Agentic RL and Agent Self-Evolution at Alibaba Qwen MOS Lab. Previously, I held research intern positions at Meituan LongCat Team, Baidu Ernie Team and X-Humanoid LLM Team.

Research Interests：

• 🧬 Self-Evolving Agent — Building adaptive autonomous agents that continuously improve through RL and agent–environment co-evolution.
• 🤖 Agentic Reinforcement Learning — Training general agent intelligence via fundamental RL-based optimization.
• 🔬 LLM Evaluation and Benchmark — Evaluating and improving the reasoning capabilities of foundation models.

💬 Please feel free to add me on WeChat: AaronLiu0702.

中国科学院大学 人工智能学院(北京·2026.06)

阿里星热爱之旅 (北京·2026.05)

VALSE2026 (武汉·2026.05)

腾讯青云计划 (北京·2026.03)

优秀学生标兵 (成都·2024.12)

🔥 News

• 2026.05: 🎤🎤 I was honored to be invited to participate in the “AI Talent Corner” at VALSE 2026!
• 2026.04: 🧩🧩 We released General365, advancing LLM reasoning beyond domain-specific tasks toward general real-world scenarios.
• 2026.04: 🎉🎉 One paper has been accepted by ACL 2026! AMO-Bench！
• 2026.03: 🎉🎉 One paper has been accepted by IJCNN 2026! ACE-MAPPO！
• 2026.03: 🎤🎤 I was honored to be invited to participate in the Tencent QingYun Talent Program! “Stars of the Future”
• 2025.10: 📐📐 We released AMO-Bench, a comprehensive benchmark for pushing the boundaries of mathematical reasoning in LLMs.
• 2025.06: 🎉🎉 I received my B.E. degree from Sichuan Agricultural University (SICAU), awarded the Outstanding Graduate and Outstanding Thesis Award, ranking 1^st/198 in overall GPA for three years (2022-2025) ! 🌟🌟Student Spotlight🌟🌟

📝 Publications

Full list of publications in Google Scholar.

ACL 2026 (CCF-A)

AMO-Bench: Large Language Models Still Struggle in High School Math Competitions.

🧑‍💻 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]

EMNLP 2026 (Under Review)

General365: Benchmarking General Reasoning in LLMs Across Diverse and Challenging Tasks.

🧑‍💻 Junlin Liu, Shengnan An, Shuang Zhou, Dan Ma, Shixiong Luo, Ying Xie, Yuan Zhang, Wenling Yuan, Yifan Zhou, Xiaoyu Li, Ziwen Wang, Xuezhi Cao, Xunliang Cai.
[Paper] [Code] [ProjectPage] [HuggingFace]

ICONIP 2026 (Under Review)

DRG-MAPPO: Hierarchical Dynamic Role-Graph Multi-Agent Reinforcement Learning for Cooperative Air Combat.

🧑‍💻 Junlin Liu, Yang Gao, Chengwei Li, Hui Chang, Xinchen Zhang, Zhijun Zhao, Hao Zhao.

IJCNN 2026 (CCF-C)

Evolutionary Enhanced Multi-Agent Reinforcement Learning for Cooperative Air Combat.
🧑‍💻 Chengwei Li*, Junlin Liu*, Yang Gao, Hui Chang, Xinchen Zhang, Hao Zhao.

Applied Sciences (JCR-Q1)

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

💻 Internship Experience

• 2026.04 – present｜ Alibaba, Qwen Business Group, MOS Lab.
  • Research Intern on Agentic RL & Self-Evolving Agent.
  • Mentor: Bowen Zhang.
• 2025.09 – 2026.04｜ Meituan, LongCat Foundation LLM Team.
  • Research Intern on Mathematical & General Reasoning of Large Language Models.
  • Mentor: Shengnan An, Xuezhi Cao, Xunliang Cai.
• 2025.07 - 2025.09｜ Baidu, ERNIE Foundation LLM Team.
  • Research Intern on Multimodal Evaluation & Post-training Data Engineering of Large Language Models.
  • Mentor: Dr.Xin Wang.
• 2025.03 - 2025.05｜ X-Humanoid (Beijing Innovation Center of Humanoid Robotics), Large Model Department.
  • Research Intern on Embodied Agent for Real-world Interaction.
  • Mentor: Dr.Xiaoyi Chen.

📖 Educations

• 2025.09 – present｜ Institute of Automation Chinese Academy of Sciences (CASIA).
  • Master’s Degree in Artificial Intelligence.
• 2025.09 – present｜ University of Chinese Academy of Sciences (UCAS).
  • Master’s Degree in Artificial Intelligence.
• 2021.09 – 2025.06｜ Sichuan Agricultural University (SiCAU).
  • Bachelor’s Degree in Computer Science and Technology.

🎫 Academic Activities

• 2026.05, Wuhan, “AI Talent Corner” at VALSE 2026.
• 2026.03, BeiJing, Tencent QingYun Program, “Stars of the Future: Technology Exchange Exhibition”.
• 2025.09, BeiJing, Wave Summit 2025, Deep Learning Developers Conference.

🏆 Honors and Awards

• 2025.06, Outstanding Graduates of Sichuan Province, China (Top 2%).
• 2025.06, Outstanding Graduation Thesis (Top 1%).
• 2024.12, Outstanding Student Model (The highest honor of the university, awarded to only 10 students).
• 2024.12, China National Scholarship (Top 0.2%).
• 2023.12, Outstanding Student Scholarship (Top 1%).

📌 Academic Service

• Reviewer for: ACL Rolling (ACL, EMNLP, NAACL, EACL, AACL), NeurIPS, AAAI, IJCNN
• Reviewer for: Applied Sciences