Zhenhua Han 韩震华

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Researcher

Microsoft Research Asia (Shanghai)

Zhenhua.Han [at] microsoft [dot] com

I am a Researcher in Microsoft Research Asia (Shanghai). I obtained Ph.D. degree from The University of Hong Kong (HKU) in 2020, advised by Prof. Francis C.M. Lau. Before that, I obtained B.Eng in Electronic and Information Engineering from University of Electronic Science and Technology of China in 2014. My research interests are resource management, systems for machine learning, and cloud computing.

Selected Publications (Google Scholar)

Machine Learning Systems

  1. HiveD: Sharing a GPU Cluster for Deep Learning with Guarantees
    Hanyu Zhao*, Zhenhua Han*, Zhi Yang, Quanlu Zhang, Fan Yang, Lidong Zhou, Mao Yang, Francis C.M. Lau, Yuqi Wang, Yifan Xiong, Bin Wang
    (*co-first author)
    USENIX OSDI ‘20 [Paper] [Github]

  2. Retiarii: A Deep Learning Exploratory-Training Framework
    Quanlu Zhang, Zhenhua Han, Fan Yang, Yuge Zhang, Zhe Liu, Mao Yang, Lidong Zhou
    USENIX OSDI ‘20 [Paper] [Artifact Code]

  3. Automating Cloud Deployment for Deep Learning Inference of Real-time Online Services
    Yang Li*, Zhenhua Han*, Quanlu Zhang, Zhenhua Li, Haisheng Tan
    (*Co-first authors)
    IEEE INFOCOM ‘20

  4. Gandiva: Introspective Cluster Scheduling for Deep Learning
    Wencong Xiao, Romil Bhardwaj , Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Zhenhua Han, Pratyush Patel, Xuan Peng, Hanyu Zhao, Quanlu Zhang, Fan Yang, Lidong Zhou
    USENIX OSDI ‘18

Cluster Scheduling

  1. Regularization-Based Coflow Scheduling in Optical Circuit Switches
    Haisheng Tan; Chi Zhang; Chao Xu; Yupeng Li; Zhenhua Han; Xiang-Yang Li.
    To appear on IEEE/ACM Transaction on Networking, 2021

  2. Online Dispatching and Scheduling of Jobs with Heterogeneous Utilities in Edge Computing
    Chi Zhang, Haisheng Tan, Haoqiang Huang, Zhenhua Han, Shaofeng H.-C. Jiang, Nikolaos Freris, Xiang-Yang Li.
    ACM MobiHoc‘20

  3. Scheduling Placement-Sensitive BSP Jobs with Inaccurate Execution Time Estimation
    Zhenhua Han, Haisheng Tan, Shaofeng H.-C. Jiang, Xiaoming Fu, Wanli Cao, Francis C.M. Lau
    IEEE INFOCOM ‘20

  4. OnDisc: Online Latency-Sensitive Job Dispatching and Scheduling in Heterogeneous Edge-Clouds
    Zhenhua Han, Haisheng Tan, Xiang-Yang Li, Shaofeng H.-C. Jiang, Yupeng Li, Francis C.M. Lau.
    IEEE/ACM Transaction on Networking Dec. 2019
    Previously accepted by IEEE INFOCOM ‘17

  5. Joint Online Coflow Routing and Scheduling in Data Center Networks
    Haisheng Tan, Shaofeng Jiang, Yupeng Li, Xiang-Yang Li, Chenzi Zhang, Zhenhua Han, Francis C.M. Lau
    IEEE/ACM Transaction on Networking Aug. 2019

  6. Camul: Online Caching on Multiple Caches with Relaying and Bypassing
    Haisheng Tan, Shaofeng Jiang, Zhenhua Han*, Liuyan Liu, Kai Han, Qinglin Zhao
    (* Corresponding author)
    IEEE INFOCOM 2019.

  7. Energy Efficient Dynamic Virtual Machine Management in Data Centers
    Zhenhua Han, Haisheng Tan, Rui Wang, Guihai Chen, Yupeng Li, Francis C.M. Lau
    IEEE/ACM Transaction on Networking Jan. 2019
    Previously accepted by IEEE INFOCOM ‘16

Wireless Communication

  1. Online Learning based Uplink Scheduling in HetNets with Limited Backhaul Capacity
    Zhenhua Han, Haisheng Tan, Rui Wang, Shaojie Tang, Francis C.M. Lau.
    IEEE INFOCOM ‘18

  2. Congestion Game with Agent and Resource Failures
    Yupeng Li, Yongzheng Jia, Haisheng Tan, Rui Wang, Zhenhua Han, Francis C.M. Lau.
    IEEE Journal on Selected Areas in Communications (JSAC) 2017

Services

  1. IEEE INFOCOM 2021 TPC Member
  2. MSN 2020 TPC Member
  3. Reviewer of IEEE/ACM Transaction on Networking