Haonan Huang bio photo

Haonan Huang

Postdoctoral Researcher, RIKEN AIP, Tokyo, Japan

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Research

    Selected Publications

    Summary of my publications (by July, 2025): I have published 17 papers including 11 peer-reviewed journal papers (7 SCI JCR-Q1 papers), 6 peer-reviewed conference papers (including 2 toptier AI conference papers: 1 ICML and 1 CVPR). These papers have received over 200 citations (Source: Google Scholar). My h-index is 10 and i10-index is 10.

  1. Y. Qiu, A. Wang, C. Li, H. Huang, G. Zhou and Q. Zhao, "STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search", IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), 2025. [Paper] [Code for Python]

  2. Y. Zheng, G. Zhou, H. Huang, X. Luo, Z. Huang and Q. Zhao, "Unifying Complete and Incomplete Multi-View Clustering through An Information-Theoretic Generative Model", Neural Networks, 2024. [Paper] [Code for Python]

  3. H. Huang, G. Zhou, Y. Zheng, Y. Qiu, A. Wang and Q. Zhao, "Adversarially Robust Deep Multi-View Clustering: A Novel Attack and Defense Framework", International Conference on Machine Learning (ICML), 2024. [Paper] [Code for Python]

  4. H. Huang, G. Zhou, Y. Zheng, Z. Yang and Q. Zhao, "Exclusivity and Consistency induced NMF for Multi-view Representation Learning", Knowledge-Based Systems (KBS), 2023. [Paper] [Code for Matlab]

  5. H. Huang, G. Zhou, Q. Zhao, L. He and S. Xie, "Comprehensive Multi-view Representation Learning via Deep Autoencoder-like Nonnegative Matrix Factorization", IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023. [Paper] [Code for Matlab] (Expanded version of our ICASSP'22)

  6. J. Yu, H. Huang, Q. Duan, Y. Wang and T. Zou, "Incomplete Multiview Clustering via Low-Rank Tensor Ring Completion", International Journal of Intelligent Systems (IJIS), 2023. [Paper]

  7. H. Huang, G. Zhou, N. Liang, Q. Zhao and S. Xie, "Diverse Deep Matrix Factorization with Hypergraph Regularization for Multi-view Data Representation", IEEE/CAA Journal of Automatica Sinica (IEEE JAS), 2022. [Paper] [Code for Matlab]

  8. Y. Yu, G. Zhou, H. Huang, S. Xie and Q. Zhao, "A semi-supervised label-driven auto-weighted strategy for multi-view data classification", Knowledge-Based Systems (KBS), 2022. [Paper] [Code for Matlab]

  9. H. Huang, Y. Luo, G. Zhou and Q. Zhao, "Multi-view Data Representation via Deep Autoencoder-like Nonnegative Matrix Factorization", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022. [Paper] [Code for Matlab]

  10. H. Huang, Z. Yang, Z. Li and W. Sun, "Deep Graph semi-NMF algorithm and its convergence", Circuits, Systems, and Signal Processing, 2021. [Paper] [Matlab Library for Deep Matrix Factorization models] with data clustering.

  11. H. Huang, N. Liang, W. Yan, Z. Yang and W. Sun, "Deep Matrix Factorization with Multi-view Data", 20th IEEE International Conference on Data Mining Workshops (ICDMW)，2020. [Paper] [Code for Matlab]

  12. H. Huang, Z. Yang, N. Liang, and Z. Li, "Semi-NMF network for image classification", in 2019 Chinese Control Conference (CCC). [Paper] [Code for Matlab]

  13. W. Han, S. Xie, Z. Yang, S. Zhou and H. Huang, "Heart sound classification using the SNMFNet classifier", Physiological measurement, 40(10), 105003, 2019. [Paper] [Code for Python]


    14. Services

      Conferences

    • Reviewer for Annual Conference on Neural Information Processing Systems (NeurIPS) 2025

    • Reviewer for International Conference on Machine Learning (ICML) 2025, 2022

    • Reviewer for International Conference on Learning Representations (ICLR) 2025

    • Area Chairs for ICLR 2025 Workshop DeLTa

    • Reviewer for IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2024

    • Program Committee for International Joint Conference on Artificial Intelligence (IJCAI) 2025

    • Program Committee for Annual AAAI Conference on Artificial Intelligence (AAAI) 2026, 2025

    • Program Committee for European Conference on Artificial Intelligence (ECAI) 2025

    • Reviewer for Asian Conference on Machine Learning (ACML) 2024, 2023

    • Reviewer for IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2024

    • International Volunteer for The Conference on Web and Internet Economics (WINE) 2020

      • Journals

    • Reviewer for IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

    • Reviewer for IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMCA)

    • Reviewer for IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

    • Reviewer for Pattern Recognition (PR)

    • Reviewer for Neural Network (NN)

    • Reviewer for Knowledge-Based Systems (KBS)

    • Reviewer for The Journal of Supercomputing

    • Reviewer for International Journal of Machine Learning and Cybernetics (IJMLC)

    • Reviewer for Neural Processing Letters (NPL)

    • Reviewer for Multimedia Tools and Applications (MTAP)

    Talks

    • [2024.09.10] Tensor Learning Team Seminar (online), RIKEN AIP
    • [2024.05.27] Tensor Analysis and Machine Intelligence Lab Seminar, Guangdong University of Technology

    Project

    Awards

    • Doctoral National Scholarship, 2023 (博士研究生国家奖学金)

    • Outstanding graduates of School of Automation, Guangdong University of Technology, 2021

    • Outstanding graduates of Beijing Institute of Technology, Zhuhai, 2018

    • A Laser Beam Quality Analysis Instrument.(激光光束质量分析仪)
      Second Prize in Guangdong 14^th Challenge Cup （广东省第十四届挑战杯二等奖）under the guidance of Prof. Junwen Xue.
      [Code for LabVIEW] [Video in bilibili]

    • Measurement of Flame Flow Field with Double-path Schlieren Structure Using Mobile Phone as Light Source. （用手机做光源的双光程纹影结构对火焰流场的测量）
      Second Prize in Guangdong 18^th College Physics Experiment Design Competition （广东省第十八届大学生物理实验竞赛二等奖） under the guidance of Prof. Junwen Xue.
      [Video in bilibili]