Mingyi Li (李铭祎)

Mingyi Li (李铭祎)

Shandong University

Hello, my name is Mingyi Li (李铭祎) and it’s my pleasure to welcome you to my personal webpage. I’m currently working towards my Ph.D. degree at Institute of Intelligent Computing (IIC) , Shandong University (SDU), supervised by Prof. Xiao Zhang, and Prof. Dongxiao Yu. Prior to pursuing my doctoral studies, I completed my B.S. degrees in Computer Science and Technology from the Shandong university in 2022.

My research interest includes FL or DL theory in resource-limited edge environment and the distributed optimization theory.

📝 Publications (Google scholar)

Conference Papers

  • Resource-Aware Federated Self-Supervised Learning with Global Class Representations [paper]
    Proceedings of the Thirty-eighth Annual Conference on Neural Information Processing Systems (Neurips 2024)
    Mingyi Li, Xiao Zhang*, Qi Wang, Tengfei Liu, Ruofan Wu, Weiqiang Wang, Fuzhen Zhuang, Hui Xiong, Dongxiao Yu*

  • Federated Dynamic Graph Fusion Framework for Remaining Useful Life Prediction [paper]
    International Conference on Wireless Artificial Intelligent Computing Systems and Applications (WASA 2024)
    Jun Wang, Qi Wang, Mingyi Li, Xiao Zhang*, Dongxiao Yu*

  • Theoretical Convergence Guaranteed Resource-Adaptive Federated Learning with Mixed Heterogeneity [paper]
    Proceedings of the 29th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2023)
    Yangyang Wang, Xiao Zhang*, Mingyi Li, Tian Lan, Huashan Chen, Hui Xiong, Xiuzhen Cheng, Dongxiao Yu*

  • Data Quality Aware Hierarchical Federated Reinforcement Learning Framework for Dynamic Treatment Regimes [paper]
    IEEE International Conference on Data Mining (ICDM 2023) short
    Mingyi Li, Xiao Zhang*, Haochao Ying, Yang Li, Xu Han, Dongxiao Yu*

Preprints

  • TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data [paper]
    arXiv, 2025
    Qi Wang, Xiao Zhang, Mingyi Li, Yuan Yuan, Mengbai Xiao, Fuzhen Zhuang, and Dongxiao Yu

  • Unity is Power: Semi-Asynchronous Collaborative Training of Large-Scale Models with Structured Pruning in Resource-Limited Clients [paper]
    arXiv, 2025
    Yan Li, Mingyi Li, Xiao Zhang*, Guangwei Xu, Feng Chen, Yuan Yuan, Yifei Zou, Mengying Zhao, Jianbo Lu, Dongxiao Yu*

💻 Services

  • Conference Reviewer for NeurIPS 2024, 2025

🎖 Honors and Awards

  • 2022.06 Excellent Graduate, Department of Education, Shandong Province, China
  • 2021.10 National Scholarship, Ministry of Education, China

📖 Educations

  • 2022.09 - now, Ph.D. in Computer Science and Technology. Shandong University.
  • 2018.09 - 2022.06, B.E. in Computer Science and Technology. Shandong University.