About Me

I am Rui Ge, an final-year undergraduate student at Shanghai Jiao Tong University (SJTU). Currently I am a research intern at UC San Diego, advised by Prof. Hao Zhang.

Email: motigrez@sjtu.edu.cn

Research Interests

• Efficient ML Systems
• LLM Agentic Learning
• LLM Reasoing & Reinforce Learning

Publications

* indicates equal contribution

• Internalizing Agency from Reflective Experience

  Rui Ge, Yichao Fu, Yuyang Qian, Junda Su, Yiming Zhao, Peng Zhao, Hao Zhang

  Submitted to ICML 2026

• Scaling Speculative Decoding with Lookahead Reasoning

  Yichao Fu, Rui Ge, Zelei Shao, Zhijie Deng, Hao Zhang

  NeurIPS 2025

• FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models

  Rui Ye, Rui Ge, Xinyu Zhu, Jingyi Chai, Yaxin Du, Yang Liu, Yanfeng Wang, Siheng Chen

  NeurIPS 2024 D&B Track

• Leveraging Unstructured Text Data for Federated Instruction Tuning of Large Language Models

  Rui Ye, Rui Ge, Yuchi Fengting, Jingyi Chai, Yanfeng Wang, Siheng Chen

  FL@FM-NeurIPS’24 (Oral)

• MAS-GPT: Training LLMs to build LLM-based multi-agent systems

  Rui Ye, Shuo Tang, Rui Ge, Yaxin Du, Zhenfei Yin, Siheng Chen, Jing Shao

  ICML 2025

• The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution

  Junlong Li, Wenshuo Zhao, Jian Zhao, Weihao Zeng, Haoze Wu, Xiaochen Wang, Rui Ge, Yuxuan Cao, Yuzhen Huang, Wei Liu, Junteng Liu, Zhaochen Su, Yiyang Guo, Fan Zhou, Lueyang Zhang, Juan Michelini, Xingyao Wang, Xiang Yue, Shuyan Zhou, Graham Neubig, Junxian He

  ICLR 2026