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
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Biography

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.

Projects

  • 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




Mail:
National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China
南京市栖霞区仙林大道163号,南京大学仙林校区603信箱,软件新技术国家重点实验室,210023。

Last modified: 2024-04-10