About Me

Hi! I’m Jingru Fan 👋, a first-year PhD student at Shanghai Jiao Tong University, fortunate to be guided by Prof. Chen Qian, whose passion, insight, and encouragement have greatly strengthened my confidence in my research journey. I also intern at THUNLP, where the guidance from Prof. Huimin Chen and PhD student Weize Chen has been invaluable to my growth and exploration in research.

🎨 Research Interests

My research focuses on LLM-based autonomous agents and multi-agent systems, with an emphasis on capability emergence, self-evolution, and robust reasoning across diverse scenarios. I also draw inspiration from cognitive science, social science, and other interdisciplinary fields to explore more principled mechanisms for agent behavior and the formation of collective intelligence.

📝 Publications

• AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction
  Ruijie Shi, Houbin Zhang, Yuecheng Han, Yuheng Wang, Jingru Fan, Runde Yang, Yufan Dang, Huatao Li, Dewen Liu, Yuan Cheng, Chen Qian

• Towards a Science of Collective AI: LLM-based Multi-Agent Systems Need a Transition from Blind Trial-and-Error to Rigorous Science
  Jingru Fan^*, Dewen Liu^*, Yufan Dang, Huatao Li, Yuheng Wang, Wei Liu, Feiyu Duan, Xuanwen Ding, Shu Yao, Lin Wu, Ruijie Shi, Wai-Shing Leung, Yuan Cheng, Zhongyu Wei, Cheng Yang, Chen Qian, Zhiyuan Liu, Maosong Sun

• TeachMaster: Generative Teaching via Code
  Yuheng Wang, Runde Yang, Lin Wu, Jie Zhang, Jingru Fan, Tianle Zhou, Ruoyu Fu, Huatao Li, Ruijie Shi, Siheng Chen, Weinan E, Chen Qian

• AppCopilot: Toward General, Accurate, Long-Horizon, and Efficient Mobile Agent
  Jingru Fan^*, Yufan Dang^*, Jingyao Wu, Huatao Li, Runde Yang, Xiyuan Yang, Yuheng Wang, Chen Qian

• Multi-Agent Collaboration via Evolving Orchestration
  Yufan Dang^*, Chen Qian^*, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

• AgentRM: Enhancing agent generalization with reward modeling
  Yu Xia, Jingru Fan, Weize Chen, Siyu Yan, Xin Cong, Zhong Zhang, Yaxi Lu, Yankai Lin, Zhiyuan Liu, Maosong Sun

^*Equal contribution

💻 Internship

• 2024.06 - Present: Research Intern at THUNLP