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About me

I am a part of USTC Intelligent Network and System Group in the Department of Computer Science at University of Science and Technology of China (USTC), supervised by Prof. Hongli Xu and Prof. Gongmin Zhao. Before that, I received my bachelor’s degree from the College of Computer Science and Electronic Engineering, Hunan University (HNU) in 2020.

My research interest lies in the field of mlsys and in-network computing. You can view my CV here (中文版) (2024.9).

If you have any questions, feel free to contact me.

Education

  • Ph.D. (2020-present), Computer Science, University of Science and Technology of China, China
  • B.S. (2016–2020), Computer Science, Hunan University, China

Experiences

  • 2024.6-present, Research Intern, ByteDance, Seed-Foundation-mlsys, Beijing, China
  • 2023.12-2024.5, Research Intern, Huawei 2012 Lab, Network Group, Hefei, China
  • 2022.6-2022.9, Research Intern, Zhijiang Lab, Hangzhou, China

Publications

  • Non-Idle Machine-Aware Worker Placement for Efficient Distributed Training in GPU Clusters
    Jin Fang, Gongming Zhao, Hongli Xu, Luyao Luo, Zhen Yao, An Xie
    IEEE International Conference on Network Protocols (ICNP), 2024
    [pdf] [slide]
  • InArt: In-Network Aggregation with Route Selection for Accelerating Distributed Training
    Jiawei Liu, Yutong Zhai, Gongming Zhao, Hongli Xu, Jin Fang, Zhen Zeng, Ying Zhu
    International World Wide Web Conferences (WWW), 2024
    [pdf]
  • Accelerating Distributed Training with Collaborative In-network Aggregation
    Jin Fang, Gongming Zhao, Hongli Xu, Zhuolong Yu, Bingchen Shen, Liguang Xie
    IEEE/ACM Transactions on Networking (ToN), 2024
    [pdf]
  • GOAT: Gradient Scheduling with Collaborative In-Network Aggregation for Distributed Training
    Jin Fang, Gongming Zhao, Hongli Xu, Zhuolong Yu, Bingchen Shen, Liguang Xie
    IEEE/ACM International Symposium on Quality of Service (IWQoS), 2023
    [pdf] [slide] [video] [blog]
  • GRID: Gradient Routing with In-network Aggregation for Distributed Training
    Jin Fang, Gongming Zhao, Hongli Xu, Changbo Wu, Zhuolong Yu
    IEEE/ACM Transactions on Networking (ToN), 2023
    [pdf] [blog]
  • Reveal: Robustness-Aware VNF Placement and Request Scheduling in Edge Clouds
    Jin Fang, Gongming Zhao, Hongli Xu, Huaqing Tu, Haibo Wang
    Computer Networks (ComNet), 2023
    [pdf] [code] [blog]

Patents

  • 一种边缘云系统中的VNF部署调度方法 [CN113961324A]
  • PS架构下基于可编程交换机的梯度调度方法和装置 [CN114900482A]

Services

  • TA of Advanced Computer Networking (COMP6103P)
  • External reviewer of IEEE JSAC, IEEE TNET, ComNet

Others