Zhi-Hao Tan(谭志豪)@ LAMDA

Modified: 2014/08/25 22:19 by admin - Uncategorized
Image Chinese name
Zhi-Hao Tan

Ph.D. from LAMDA Group
Department of Computer Science and Technology
National Key Laboratory for Novel Software Technology
Nanjing University

Laboratory: 912,Building of Computer Science and Technology,
Xianlin Campus of Nanjing University

email: tanzh at lamda.nju.edu.cn


Currently I am a PhD student of Department of Computer Science and Technology in Nanjing University, where I was very fortunate to be advised by Prof. Yuan Jiang. I am a member of LAMDA Group, led by Prof. Zhi-Hua Zhou.

I received my B.Sc. degree in Information Security in 2017 from University of Science and Technology of China, School of the Gifted Young. Before that, I visited National Tsing Hua University, Taiwan as a research visiting student from Jul. 2016 to Aug. 2016.

Research Interest

My current research interests mainly include topics in Machine Learning and Data Mining.
More specifically, I mainly work on Learnware paradigm.

Publications & Manuscripts

  • Learnware: Small Models Do Big. [PDF, arXiv]
    Zhi-Hua Zhou and Zhi-Hao Tan.
    Science China Information Sciences (SCIS), 2024, 67(1): 112102.

  • Beimingwu: A Learnware Dock System. [arXiv]
    Zhi-Hao Tan*, Jian-Dong Liu*, Xiao-Dong Bi, Peng Tan, Qin-Cheng Zheng, Hai-Tian Liu, Yi Xie, Xiao-Chuan Zou, Yang Yu and Zhi-Hua Zhou. (* indicates equal contribution)
    In: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'24), Barcelona, Spain, 2024.

  • Towards Making Learnware Specification and Market Evolvable. [PDF, poster]
    Jian-Dong Liu, Zhi-Hao Tan and Zhi-Hua Zhou.
    In: Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI'24), Vancouver, Canada, 2024.

  • Towards Enabling Learnware to Handle Heterogeneous Feature Spaces. [PDF]
    Peng Tan, Zhi-Hao Tan, Yuan Jiang and Zhi-Hua Zhou.
    Machine Learning, 113(4): 1839–1860, 2024.

  • Learnware Reduced Kernel Mean Embedding Specification Based on Neural Tangent Kernel.
    Zhi-Hao Tan, Hao-Yu Shi, Zi-Xuan Chen and Yuan Jiang.
    Chinese Journal of Computers, 2024. (In Chinese; CCFAI 2023 Best Paper Award)

  • Identifying Helpful Learnwares without Examining the Whole Market. [PDF]
    Yi Xie, Zhi-Hao Tan, Yuan Jiang and Zhi-Hua Zhou.
    In: Proceedings of the 26th European Conference on Artificial Intelligence (ECAI'23), Kraków, Poland, 2023. Page: 2752-2759.

  • Handling Learnwares Developed from Heterogeneous Feature Spaces without Auxiliary Data. [PDF]
    Peng Tan, Zhi-Hao Tan, Yuan Jiang and Zhi-Hua Zhou.
    In: Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI'23), Macao, China, 2023. Page: 4235-4243.

  • Real-Valued Backpropagation is Unsuitable for Complex-Valued Neural Networks. [PDF, supp, poster]
    Zhi-Hao Tan, Yi Xie, Yuan Jiang and Zhi-Hua Zhou.
    In: Advances in Neural Information Processing Systems 35 (NeurIPS'22), New Orleans, Louisiana, 2022. Page: 34052-34063.

  • Multi-label Optimal Margin Distribution Machine. [PDF]
    Zhi-Hao Tan, Peng Tan, Yuan Jiang and Zhi-Hua Zhou.
    Machine Learning, 109(3): 623-642, 2020.

  • Coreset Stochastic Variance-Reduced Gradient with Application to Optimal Margin Distribution Machine. [PDF, supp]
    Zhi-Hao Tan, Teng Zhang and Wei Wang.
    In: Proceedings of the 33th AAAI Conference on Artificial Intelligence (AAAI'19), Honolulu, HI, 2019. Page: 5083-5090.


  • Learnware: Development, Implementation and Research. (with Huawei ModelArts, Huawei Noah). Mar. 2022 - Mar. 2023.
    Artificial Intelligence Joint Laboratory of Huawei and Nanjing University.

Academic Service

Conference Organizing Committee: Conference Reviewers:
  • ICML (2022, 2023, 2024), NeurIPS (2022, 2023, 2024), AAAI (2020, 2022, 2024), IJCAI (2019, 2020), AISTATS (2022, 2023), ICLR (2024), ECAI (2020), PAKDD (2022), PRICAI (2019)
Reviewer for Journals:
  • Machine Learning (MLJ)
  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • International Journal of Data Science and Analytics (JDSA)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • ACM Transactions on Knowledge Discovery from Data (TKDD)

Awards & Honors

  • CCFAI Best Paper Award, CCF, 2023
  • Huawei Outstanding Student Award, Grand Prize, Huawei, 2023. [1 people/year]
  • Hisense Scholarship, Hisense Group, 2023. [10 people/year]
  • Postgraduate Research & Practice Innovation Program of Jiangsu Province, Jiangsu Province, 2023
  • Outstanding PhD candidate Program of Nanjing University, Nanjing University, 2022
  • IJCAI 2021 Workflow Chair, IJCAI, 2021. [1 people]
  • Artificial Intelligence Scholarship, Nanjing City, 2019
  • AAAI Student Travel Award, AAAI, 2019
  • Wu Ta-You Scholarship, National Tsing Hua University, Taiwan, 2016

Teaching Assistant

National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China

Last modified: 2024-04-10