科研成果
- A. Wang, Y. Qiu, H. Huang, Z. Jin, G. Zhou and Q. Zhao, "Towards a Geometric Understanding of Tensor Learning via the t-Product", The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS), 2025. [论文]
- 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. [论文] [Python代码]
- 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. [论文] [Python代码]
- 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. [论文] [Python代码]
- 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. [论文] [Matlab代码]
- 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. [论文] [Matlab代码] (ICASSP'22 扩展版)
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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.
[论文]
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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.
[论文]
[Matlab代码]
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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.
[论文]
[Matlab代码]
- NeurIPS 2025 审稿人
- ICML 2025, 2022 审稿人
- ICLR 2025 审稿人
- ICLR 2025 Workshop DeLTa 领域主席
- CVPR 2024 审稿人
- IJCAI 2026, 2025 程序委员会成员
- AAAI 2026, 2025 程序委员会成员
- ECAI 2025 程序委员会成员
- ACML 2024, 2023 审稿人
- ICASSP 2024 审稿人
- WINE 2020 国际志愿者
- IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 审稿人
- IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMCA) 审稿人
- IEEE Transactions on Signal Processing (TSP) 审稿人
- IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 审稿人
- Pattern Recognition (PR) 审稿人
- Neural Network (NN) 审稿人
- Knowledge-Based Systems (KBS) 审稿人
- The Journal of Supercomputing 审稿人
- International Journal of Machine Learning and Cybernetics (IJMLC) 审稿人
- Neural Processing Letters (NPL) 审稿人
- Knowledge and Information Systems (KIS) 审稿人
- [2024.09.10] 张量学习团队研讨会(线上),日本理化学研究所 RIKEN AIP
- [2024.05.27] 张量分析与机器智能实验室研讨会,广东工业大学
代表性论文
论文发表情况总结(截至2025年12月):共发表21篇论文,包括14篇同行评审期刊论文(其中8篇SCI JCR-Q1论文)和7篇同行评审会议论文(包括3篇顶级AI会议论文:1篇ICML、1篇NeurIPS和1篇CVPR)。论文总引用量超过200次(来源:Google Scholar),h-index为11,i10-index为11。
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