📝 Full Publication List

@article{huang2026aoinet,
  author = {Huang, Zhanpei and Sun, Binbin and Chen, Jialiang and Wang, Yiou and Chen, Taochen and Ji, Yuzhu and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {AOI-Net: Structural Face AOI-Guided Eye-Gaze Track Representation Learning for ASD Detection},
  journal = {IEEE Computational Intelligence Magazine},
  year = {2026}
}

@article{li2026class,
  author = {Li, Mengke and Liu, Ye and Hu, Zhikai and Zhang, Yiqun and Lu, Yang and Huang, Hui},
  title = {Class-Modulated Top-K Logit Adjustment for Long-Tailed Visual Recognition},
  journal = {Pattern Recognition},
  year = {2026}
}

@article{liu2026resource,
  author = {Liu, Peng and Zeng, Huibing and Zhang, Yiqun and Yi, Yang and Wu, Jigang},
  title = {Resource-Efficient Pruning for Transformer via Low-Rank Importance Estimation},
  journal = {IEEE Transactions on Emerging Topics in Computational Intelligence},
  year = {2026}
}

@article{chen2026bridge,
  author = {Chen, Xinxi and Chen, Junyang and Zhang, Yiqun and Qiu, Chuangming and Zhang, Xiang},
  title = {Bridge the Gaps: Heterogeneous Attributed Graph Clustering via Quaternion Representation Learning},
  journal = {IEEE Transactions on Emerging Topics in Computational Intelligence},
  year = {2026}
}

@article{chen2026classifying,
  author = {Chen, Shu and Xia, Xiaoyun and Li, Mengke and Zhang, Yiqun and Lu, Yang and Cheung, Yiu-ming},
  title = {Classifying Long-tailed and Label-noise Data via Disentangling and Unlearning},
  journal = {IEEE Transactions on Multimedia},
  year = {2026}
}

@article{zhang2026how,
  author = {Zhang, Yiqun and Zhang, Yunfan and Zhao, Mingjie and Feng, Sen and Cheung, Yiu-ming},
  title = {How to Ask the AI: A User Perspective Survey for Large Language Model Prompting},
  journal = {IEEE Transactions on Artificial Intelligence},
  year = {2026}
}

@article{ye2026nidc,
  author = {Ye, Jiayu and Zeng, An and Pan, Dan and Chen, Junhao and Zhao, Jingliang and Zhang, Yiqun and Liu, Yang},
  title = {NIDC: General Task Backbone for Neuroimaging Analysis via Interpretable Deep Clustering},
  journal = {IEEE Transactions on Multimedia},
  volume={28},
  pages={3958--3973},  
  year = {2026}
}

@article{zhang2026oneshot,
  author = {Zhang, Yiqun and Cai, Shenghong and Yang, Zihua and Feng, Sen and Ji, Yuzhu and Zhang, Haijun},
  title = {One-Shot Federated Clustering of Non-Independent Completely Distributed Data},
  journal = {IEEE Internet of Things Journal},
  volume={13},
  number={7},
  pages={14964--14978},   
  year = {2026}
}

@article{zhang2026trending,
  author = {Zhang, Yiqun and Zhao, Mingjie and Zhang, Yunfan and Cheung, Yiu-ming},
  title = {Trending Applications of Large Language Models: A User Perspective Survey},
  journal = {IEEE Transactions on Artificial Intelligence},
  volume={7},
  number={4},
  pages={1835--1852},  
  year = {2026}
}

@article{zhang2025online,
  author = {Zhang, Yiqun and Chen, Xinxi and Zhao, Lang and Ji, Yuzhu and Liu, Peng and Cheung, Yiu-ming},
  title = {Online Heterogeneous Feature Selection},
  journal = {IEEE Transactions on Cybernetics},
  volume={56},
  number={4},
  pages={2224--2237},    
  year = {2026}
}

@article{zhang2026hierarchical,
  author = {Zhang, Yiqun and Tan, Zexi and Luo, Xiaopeng and Liu, Yunlin},
  title = {Hierarchical Reference Sets for Robust Unsupervised Detection of Scattered and Clustered Outliers},
  journal = {IEEE Internet of Things Journal},
  volume={13},
  number={5},
  pages={9350--9364},   
  year = {2026}
}

@article{zhang2025federated,
  author = {Zhang, Yue and Qiu, Chuanlong and Liao, Xinfa and Zhang, Yiqun},
  title = {Federated Hierarchical Clustering with Automatic Selection of Optimal Cluster Numbers},
  journal = {Information Sciences},
  volume={733},
  pages={122957},
  year = {2026}
}

@article{zhang2026learning,
  author = {Zhang, Yiqun and Huang, Zhanpei and Zhao, Mingjie and Zhang, Chuyao and Lu, Yang and Ji, Yuzhu and Gu, Fangqing and Zeng, An},
  title = {Learning Unbiased Cluster Descriptors for Interpretable Imbalanced Concept Drift Detection},
  journal = {IEEE Transactions on Emerging Topics in Computational Intelligence},
  volume={10},
  number={1},
  pages={721--734},   
  year = {2026}
}

@article{zhang2025ai,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {AI in the Era of Large Language Models: Current State, Applications, Limitations, and Future},
  journal = {Proceedings of the European Academy of Sciences and Arts},
  volume = {4},
  number = {1},
  pages = {1--12},
  year = {2025}
}

@article{zhang2025learning,
  author = {Zhang, Yiqun and Feng, Sen and Wang, Pengkai and Tan, Zexi and Luo, Xiaopeng and Ji, Yuzhu and Zou, Rong and Cheung, Yiu-ming},
  title = {Learning Self-Growth Maps for Fast and Accurate Imbalanced Streaming Data Clustering},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  volume={36},
  number={9},
  pages={16049--16061},    
  year = {2025}
}

@article{ye2025cmdvit,
  author = {Ye, Jiayu and Yu, Yanhong and Wang, Qingxiang and Liu, Guolong and Li, Wentao and Zeng, An and Zhang, Yiqun and Liu, Yang and Zheng, Yunshao},
  title = {CmdVIT: A Voluntary Facial Expression Recognition Model for Complex Mental Disorders},
  journal = {IEEE Transactions on Image Processing},
  volume={34},
  pages={3013--3024}, 
  year = {2025}
}

@article{ji2025smacnet,
  author = {Ji, Yuzhu and Hu, Wei and Gan, Guoji and Long, Zhiquan and Zhang, Yiqun and Zeng, An and Zhang, Haijun},
  title = {SMACNet: A Unified Framework for One-shot Talking Head Synthesis via Subtle Motion and Appearance Compensation},
  journal = {IEEE Transactions on Consumer Electronics},
  volume={71},
  number={4},
  pages={9315--9327},      
  year = {2025}
}

@article{zhang2025learningunified,
  author = {Zhang, Yiqun and Zhao, Mingjie and Chen, Yizhou and Lu, Yang and Cheung, Yiu-ming},
  title = {Learning Unified Distance Metric for Heterogeneous Attribute Data Clustering},
  journal = {Expert Systems with Applications},
  volume={273},
  pages={126738},
  year = {2025}
}

@article{zou2025sdenk,
  author = {Zou, Rong and Zhang, Yunfan and Zhao, Mingjie and Tan, Zexi and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {SDENK: Unbiased Subspace Density-k-Clustering},
  journal = {Neurocomputing},
  volume={653},
  pages={131225},
  year = {2025}
}

@article{zhang2025towards,
  author = {Zhang, Chuyao and Chen, Xinxi and Tan, Zexi and Gu, Fangqing and Ji, Yuzhu and Zhang, Yiqun},
  title = {Towards Clustering of Incomplete Mixed-Attribute Data},
  journal = {Expert Systems},
  volume={42},
  number={7},
  pages={e70074},
  year = {2025}
}

@article{yin2025efficient,
  author = {Yin, Mei and Tan, Zexi and Zhang, Yunfan and Zhang, Yiqun and Lu, Yang},
  title = {Efficient Streaming Data Clustering Guided by Self-Refined Organizing Map},
  journal = {International Journal of Wavelets, Multiresolution and Information Processing},
  volume={23},
  number={6},
  pages={2550027},
  year = {2025}
}

@article{ye2025mssnet,
  author = {Ye, Jiayu and Pan, Dan and Zeng, An and Zhang, Yiqun and Chen, Qiuping and Liu, Yang},
  title = {MssNet: An Efficient Spatial Attention Model for Early Recognition of Alzheimer’s Disease},
  journal = {IEEE Transactions on Emerging Topics in Computational Intelligence},
  volume={9},
  number={2},
  pages={1454--1468},
  year = {2025}
}

@article{yang2023allosteric,
  author = {Yang, Baoyao and Yuen, Pong Chi and Zhang, Yiqun and Zeng, An},
  title = {Allosteric Feature Collaboration for Model-Heterogeneous Federated Learning},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  volume={36},
  number={2},
  pages={3042--3056},
  year = {2025}
}

@article{zhang2025adaptive,
  author = {Zhang, Yunfan and Zou, Rong and Zhang, Yiqun and Zhang, Yue and Cheung, Yiu-ming and Li, Kangshun},
  title = {Adaptive Micro Partition and Hierarchical Merging for Accurate Mixed Data Clustering},
  journal = {Complex \& Intelligent Systems},
  volume={11},
  number={1},
  pages={84},
  year = {2025}
}

@article{ye2024madformer,
  author = {Ye, Jiayu and Zeng, An and Pan, Dan and Zhang, Yiqun and Zhao, Jingliang and Chen, Qiuping and Liu, Yang},
  title = {MAD-Former: A Traceable Interpretability Model for Alzheimer's Disease Recognition Based on Multi-Patch Attention},
  journal = {IEEE Journal of Biomedical and Health Informatics},
  volume={28},
  number={6},
  pages={3637--3648},
  year = {2024}
}

@article{zhang2023graphbased,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Graph-based Dissimilarity Measurement for Cluster Analysis of Any-Type-Attributed Data},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  volume={34},
  number={9},
  pages={6530--6544},
  year = {2023}
}

@article{zhang2022learnable,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Learnable Weighting of Intra-attribute Distances for Categorical Data Clustering with Nominal and Ordinal Attributes},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={44},
  number={7},
  pages={3560--3576},
  year = {2022}
}

@article{zhang2022new,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {A New Distance Metric Exploiting Heterogeneous Inter-Attribute Relationship for Ordinal-and-Nominal-Attribute Data Clustering},
  journal = {IEEE Transactions on Cybernetics},
  volume={52},
  number={2},
  pages={758--771},
  year = {2022}
}

@article{zeng2021discovery,
  author = {Zeng, An and Rong, Huabin and Pan, Dan and Jia, Longfei and Zhang, Yiqun and Zhao, Fengyi and Peng, Shaoliang},
  title = {Discovery of Genetic Biomarkers for Alzheimer’s Disease Using Adaptive Convolutional Neural Networks Ensemble and Genome-Wide Association Studies},
  journal = {Interdisciplinary Sciences: Computational Life Sciences},
  volume={13},
  number={4},
  pages={787--800},
  year = {2021}
}

@article{zhang2020unified,
  author = {Zhang, Yiqun and Cheung, Yiu-ming and Tan, Kay Chen},
  title = {A Unified Entropy-Based Distance Metric for Ordinal-and-Nominal-Attribute Data Clustering},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  volume={31},
  number={1},
  pages={39--52},
  year = {2020}
}

@article{cheung2019fast,
  author = {Cheung, Yiu-ming and Zhang, Yiqun},
  title = {Fast and Accurate Hierarchical Clustering based on Growing Multilayer Topology Training},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  volume={30},
  number={3},
  pages={876--890},  
  year = {2019}
}

@inproceedings{xie2026when,
  author = {Xie, Tao and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {When Prediction Shapes the Future: A BlueSky Agenda for Reflexive Time Series Analysis},
  booktitle = {Proceedings of the IEEE International Conference on Data Mining (ICDM)},
  address = {Shenyang, China, November 12--15},
  year = {2026}
}

@inproceedings{cai2026stitch,
  author = {Cai, Shenghong and Yang, Zihua and Ji, Yuzhu and Zhang, Yiqun and Li, Mengke and Lu, Yang and Cheung, Yiu-ming},
  title = {Stitch the Fragments: One-Shot Hierarchical Federated Clustering},
  booktitle = {Proceedings of the ACM International Conference on Knowledge and Information Management (CIKM)},
  address = {Rome, Italy, November 7--11},
  year = {2026}
}

@inproceedings{zhang2026imputation,
  author = {Zhang, Chuyao and Li, E and Chen, Taochen and Zhang, Yiqun and Ji, Yuzhu and Zhao, Shuping and Liu, Peng and Cheung, Yiu-ming},
  title = {Imputation Meets Clustering: Exploiting Latent Subgroup Structure for Missing Data Recovery},
  booktitle = {Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)},
  address = {Naples, Italy, September 7--11},
  year = {2026}
}

@inproceedings{yang2026bridging,
  author = {Yang, Zihua and Liao, Xin and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Bridging the Semantic Gap for Categorical Data Clustering via Large Language Models},
  booktitle = {Proceedings of the International Conference on Pattern Recognition (ICPR)},
  address = {Lyon, France, August 17--22},
  year = {2026}
}

@inproceedings{xie2026anchormoe,
  author = {Xie, Tao and Tan, Zexi and Xiao, Haoyi and Li, Mengke and Zhang, Yiqun and Lu, Yang and Yang, Cuie and Cheung, Yiu-ming},
  title = {AnchorMoE: Interpretable Time Series Classification via Anchor-Routed MoE},
  booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
  address = {Jeju, South Korea, August 9--13},
  year = {2026}
}

@inproceedings{li2026care,
  author = {Li, Mengke and Ling, Haiquan and Chen, Lihao and Lu, Yang and Zhang, Yiqun and Huang, Hui},
  title = {CARE: Class-Adaptive Expert Consensus for Reliable Learning with Long-Tailed Noisy Labels},
  booktitle = {Proceedings of the International Conference on Machine Learning (ICML)},
  address = {Seoul, South Korea, July 6--11},
  year = {2026}
}

@inproceedings{chen2026fmoe,
  author = {Chen, Taochen and Chen, Jialiang and Zhang, Yiqun and Li, Mengke and Lu, Yang and Cheung, Yiu-ming},
  title = {FMoE: Frequency-Guided Multi-Period MoE Modeling for Time Series Forecasting},
  booktitle = {Proceedings of the International Joint Conference on Neural Networks (IJCNN)},
  address = {Maastricht, Netherlands, June 21--26},
  year = {2026}
}

@inproceedings{jin2026pinlora,
  author = {Jin, Chenghao and Hou, Shihao and Yang, Jiacheng and Li, Mengke and Zhang, Yiqun and Lu, Yang and Cheung, Yiu-ming},
  title = {PIN-LoRA: Positive-Incentive Noise Aggregation for Federated Long-Tailed Learning},
  booktitle = {Proceedings of the International Joint Conference on Neural Networks (IJCNN)},
  address = {Maastricht, Netherlands, June 21--26},
  year = {2026}
}

@inproceedings{liu2026secos,
  author = {Liu, Hezhao and Yang, Jiacheng and Gao, Junlong and Li, Mengke and Zhang, Yiqun and Gowda, Shreyank N and Lu, Yang},
  title = {SECOS: Semantic Capture for Rigorous Classification in Open-World Semi-Supervised Learning},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  address = {Denver, CO, USA, June 3--7},
  year = {2026}
}

@inproceedings{hou2026finetuning,
  author = {Hou, Shihao and Shang, Chikai and Yang, Zhiheng and Yang, Jiacheng and Shang, Xinyi and Gao, Junlong and Zhang, Yiqun and Lu, Yang},
  title = {Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized Federated Learning},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  address = {Denver, CO, USA, June 3--7},
  year = {2026}
}

@inproceedings{zhang2026categorical,
  author = {Zhang, Yiqun and Zhao, Mingjie and Jia, Hong and Li, Mengke and Lu, Yang and Cheung, Yiu-ming},
  title = {Categorical Data Clustering via Value Order Estimated Distance Metric Learning},
  booktitle = {Proceedings of the ACM SIGMOD International Conference on Management of Data},
  address = {Bengaluru, India, May 31--June 5},
  year = {2026}
}

@inproceedings{qiu2026strpnet,
  author = {Qiu, Shujie and Yang, Jie and Yu, Jiaqi and Zhang, Yiqun and Ji, Yuzhu and Liu, Peng},
  title = {STRPNET: Video Salient Object Detection via Spatio-Temporal Scene Relation Propagation},
  booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  address = {Barcelona, Spain, May 4--8},
  year = {2026}
}

@inproceedings{chen2026cadm,
  author = {Chen, Taixi and Cheung, Yiu-ming and Zhang, Yiqun},
  title = {CADM: Cluster-customized Adaptive Distance Metric for Categorical Data Clustering},
  booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  address = {Barcelona, Spain, May 4--8},
  year = {2026}
}

@inproceedings{chen2026hyreal,
  author = {Chen, Junyang and Lu, Yang and Li, Mengke and Yang, Cuie and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {HyReaL: Clustering Attributed Graph via Hyper-Complex Space Representation Learning},
  booktitle = {Proceedings of the International Conference on Database Systems for Advanced Applications (DASFAA)},
  address = {Jeju Island, South Korea, April 27--30},
  year = {2026}
}

@inproceedings{tan2026mask,
  author = {Tan, Zexi and Luo, Xiaopeng and Liu, Yunlin and Zhang, Yiqun},
  title = {Mask the Redundancy: Evolving Masking Representation Learning for Multivariate Time-Series Clustering},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
  address = {Singapore, January 20--27},
  year = {2026}
}

@inproceedings{zhao2026break,
  author = {Zhao, Mingjie and Huang, Zhanpei and Lu, Yang and Li, Mengke and Zhang, Yiqun and Su, Weifeng and Cheung, Yiu-ming},
  title = {Break the Tie: Learning Cluster-Customized Category Relationships for Categorical Data Clustering},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
  address = {Singapore, January 20--27},
  year = {2026}
}

@inproceedings{xie2025de3s,
  author = {Xie, Tao and Tan, Zexi and Xiao, Haoyi and Zhang, Yiqun and Sun, Binbin},
  title = {DE3S: Dual-Enhanced Soft-Sparse-Shape Learning for Medical Early Time-Series Classification},
  booktitle = {Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  address = {Wuhan, China, December 15--18},
  year = {2025}
}

@inproceedings{huang2025detecting,
  author = {Huang, Zhanpei and Chen, Taochen and Gu, Fangqing and Zhang, Yiqun},
  title = {Detecting Autism Spectrum Disorder with Deep Eye Movement Features},
  booktitle = {Proceedings of the International Conference on Computational Intelligence and Security (CIS)},
  address = {Nanning, China, December 12--15},
  year = {2025}
}

@inproceedings{liang2025ai,
  author = {Liang, Zihao and Wang, Yiou and Zhao, Mingjie and Feng, Sen and Zhang, Yunfan and Zhang, Yiqun},
  title = {An AI Education Framework based on LLM-Knowledge Graph for Personalized Learning},
  booktitle = {Proceedings of the International Conference on Computational Intelligence and Security (CIS)},
  address = {Nanning, China, December 12--15},
  year = {2025}
}

@inproceedings{tan2025meetsepsis,
  author = {Tan, Zexi and Xie, Tao and Sun, Binbin and Zhang, Xiang and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {MEET-Sepsis: Multi-Endogenous-View Enhanced Time-Series Representation Learning for Early Sepsis Prediction},
  booktitle = {Proceedings of the Pacific Rim International Conference on Artificial Intelligence (PRICAI)},
  address = {Wellington, New Zealand, November 17--21},
  year = {2025}
}

@inproceedings{liu2025fate,
  author = {Liu, Hezhao and Lu, Yang and Li, Mengke and Zhang, Yiqun and Gowda, Shreyank N and Gong, Chen and Wang, Hanzi},
  title = {FATE: A Prompt-Tuning-Based Semi-Supervised Learning Framework for Extremely Limited Labeled Data},
  booktitle = {Proceedings of the ACM International Conference on Multimedia (ACMMM)},
  address = {Dublin, Ireland, October 27--31},
  year = {2025}
}

@inproceedings{fang2025fairfed,
  author = {Fang, Zhixiang and Yang, Baoyao and Zhan, Weide and Tang, Yanchao and Zhang, Yiqun},
  title = {FairFed++: Closing the Fairness Gap in Federated Learning through Self-Evolving Clustered Optimization},
  booktitle = {Proceedings of the European Conference on Artificial Intelligence (ECAI)},
  address = {Bologna, Italy, October 25--30},
  year = {2025}
}

@inproceedings{shang2025provpt,
  author = {Shang, Chikai and Li, Mengke and Zhang, Yiqun and Chen, Zhen and Wu, Jinlin and Gu, Fangqing and Lu, Yang and Cheung, Yiu-ming},
  title = {PRO-VPT: Distribution-Adaptive Visual Prompt Tuning via Prompt Relocation},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
  address = {Honolulu, Hawaii, USA, October 19--23},
  year = {2025}
}

@inproceedings{zhan2025fedcd,
  author = {Zhan, Weide and Yang, Baoyao and Fang, Zhixiang and Li, Dongzhe and Ma, Yali and Zhang, Yiqun},
  title = {FedCD: A Hybrid Federated Learning Framework for Adaptive Training Under Data Heterogeneity},
  booktitle = {Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  address = {Shanghai, China, October 15--18},
  year = {2025}
}

@inproceedings{ji2025seqpose,
  author = {Ji, Yuzhu and Sun, Mingshan and Shi, Jianyang and Jiang, Xiaoke and Zhang, Yiqun and Zhang, Haijun},
  title = {SeqPose: An End-to-End Framework to Unify Single-frame and Video-based RGB Category-Level Pose Estimation},
  booktitle = {Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI)},
  address = {Montreal, Canada, August 16--22},
  year = {2025}
}

@inproceedings{zeng2025eegtfnet,
  author = {Zeng, An and Guo, Zhao and Pan, Dan and Zhang, Yiqun and Liu, Jun},
  title = {EEG-TFNet: Spatiotemporal and Spectral Feature Integration for EEG-Based AD Detection},
  booktitle = {Proceedings of the International Symposium on Bioinformatics Research and Applications (ISBRA)},
  address = {Helsinki, Finland, August 3--5},
  year = {2025}
}

@inproceedings{zhang2025desad,
  author = {Zhang, Yue and Ding, Xuchuang and Zhang, Xiang and Ai, Wei and Huang, Gengwen and Zhang, Yiqun},
  title = {DeSAD: Density Clustering-Guided Streaming Data Anomaly Detection},
  booktitle = {Proceedings of the International Conference on Intelligent Computing (ICIC)},
  address = {Ningbo, China, July 26--29},
  year = {2025}
}

@inproceedings{liu2025mind,
  author = {Liu, Yijie and Shang, Xinyi and Zhang, Yiqun and Lu, Yang and Gong, Chen and Xue, Jing-Hao and Wang, Hanzi},
  title = {Mind the Gap: Confidence Discrepancy Can Guide Federated Semi-Supervised Learning Across Pseudo-Mismatch},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  address = {Nashville, TN, USA, June 11--15},
  year = {2025}
}

@inproceedings{feng2025robust,
  author = {Feng, Sen and Zhao, Mingjie and Huang, Zhanpei and Ji, Yuzhu and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Robust Qualitative Data Clustering via Learnable Multi-Metric Space Fusion},
  booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  address = {Hyderabad, India, April 6--11},
  year = {2025}
}

@inproceedings{peng2025weighted,
  author = {Peng, Maixuan and Wu, Yuyang and Zhang, Yiqun and Lu, Yang and Li, Mengke and Cheung, Yiu-ming},
  title = {Weighted Density for The Win: Accurate Subspace Density Clustering},
  booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  address = {Hyderabad, India, April 6--11},
  year = {2025}
}

@inproceedings{hu2025smartnet,
  author = {Hu, Wei and Ji, Yuzhu and Zeng, An and Pan, Dan and Zhang, Yiqun and Zhang, Haijun},
  title = {SmartNet: One-shot Talking Head Synthesis via Subtle Motion and Appearance Compensation},
  booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  address = {Hyderabad, India, April 6--11},
  year = {2025}
}

@inproceedings{zhang2025asynchronous,
  author = {Zhang, Yunfan and Zhang, Yiqun and Lu, Yang and Li, Mengke and Chen, Xi and Cheung, Yiu-ming},
  title = {Asynchronous Federated Clustering with Unknown Number of Clusters},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
  address = {Philadelphia, PA, USA, February 25--March 4},
  year = {2025}
}

@inproceedings{li2024improving,
  author = {Li, Mengke and Liu, Ye and Lu, Yang and Zhang, Yiqun and Cheung, Yiu-ming and Huang, Hui},
  title = {Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition},
  booktitle = {Proceedings of the Conference on Neural Information Processing Systems (NeurIPS)},
  address = {Vancouver, BC, Canada, December 10--15},
  year = {2024}
}

@inproceedings{chen2024mgod,
  author = {Chen, Qingsheng and Zhao, Mingjie and Ji, Yuzhu and Luo, Xiaopeng and Zhang, Yiqun and Zhang, Yue},
  title = {MGOD: Multi-Granular Outlier Detection with Clustlier Analysis},
  booktitle = {Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  address = {Lisbon, Portugal, December 3--6},
  year = {2024}
}

@inproceedings{luo2024efficient,
  author = {Luo, Xiaopeng and Zhang, Yiqun and Ji, Yuzhu and Liu, Peng and Xiao, Taoting},
  title = {Efficient Topology-Driven Clustering for Imbalanced Streaming Biomedical Data Analysis},
  booktitle = {Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  address = {Lisbon, Portugal, December 3--6},
  year = {2024}
}

@inproceedings{zhang2024towards,
  author = {Zhang, Yunfan and Luo, Xiaopeng and Chen, Qingsheng and Zou, Rong and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Towards Unbiased Minimal Cluster Analysis of Categorical-and-Numerical Attribute Data},
  booktitle = {Proceedings of the International Conference on Pattern Recognition (ICPR)},
  address = {Kolkata, India, December 1--5},
  year = {2024}
}

@inproceedings{zhang2024fedhc,
  author = {Zhang, Yue and Liao, Xinfa and Chen, Qingsheng and Wu, Hao-Tian and Zhang, Yiqun},
  title = {FedHC: Learning Imbalanced Clusters via Federated Hierarchical Clustering},
  booktitle = {Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  address = {Urumqi, China, October 18--21},
  year = {2024}
}

@inproceedings{ji2024fedgc,
  author = {Ji, Xu and Wu, Haotian and Cui, Ting and Zhang, Yiqun and Xu, Lingling},
  title = {FedGC: Federated Learning on Non-IID Data via Learning from Good Clients},
  booktitle = {Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  address = {Urumqi, China, October 18--21},
  year = {2024}
}

@inproceedings{zhao2024learning,
  author = {Zhao, Mingjie and Feng, Sen and Zhang, Yiqun and Li, Mengke and Lu, Yang and Cheung, Yiu-ming},
  title = {Learning Order Forest for Qualitative-Attribute Data Clustering},
  booktitle = {Proceedings of the European Conference on Artificial Intelligence (ECAI)},
  address = {Santiago de Compostela, Spain, October 19--24},
  year = {2024}
}

@inproceedings{ji2024cpnet,
  author = {Ji, Yuzhu and Sun, Mingshan and Zhang, Yiqun and Zhang, Haijun},
  title = {CPNet: 3D Semantic Relation and Geometry Context Prior Network for Multi-organ Segmentation},
  booktitle = {Proceedings of the European Conference on Artificial Intelligence (ECAI)},
  address = {Santiago de Compostela, Spain, October 19--24},
  year = {2024}
}

@inproceedings{chen2024qgrl,
  author = {Chen, Junyang and Ji, Yuzhu and Zou, Rong and Zhang, Yiqun and Cheung, Yiu-ming},
  title = {QGRL: Quaternion Graph Representation Learning for Heterogeneous Feature Data Clustering},
  booktitle = {Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
  address = {Barcelona, Spain, August 25--29},
  year = {2024}
}

@inproceedings{cai2024robust,
  author = {Cai, Shenghong and Zhang, Yiqun and Luo, Xiaopeng and Cheung, Yiu-ming and Jia, Hong and Liu, Peng},
  title = {Robust Categorical Data Clustering Guided by Multi-Granular Competitive Learning},
  booktitle = {Proceedings of the IEEE International Conference on Distributed Computing Systems (ICDCS)},
  address = {Jersey City, NJ, USA, July 23--26},
  year = {2024}
}

@inproceedings{wang2024clustering,
  author = {Wang, Pengkai and Zhang, Yunfan and Zhang, Yiqun and Lu, Yang and Li, Mengke and Cheung, Yiu-ming},
  title = {Clustering by Learning the Ordinal Relationships of Qualitative Attribute Values},
  booktitle = {Proceedings of the International Joint Conference on Neural Networks (IJCNN)},
  address = {Yokohama, Japan, June 30--July 5},
  year = {2024}
}

@inproceedings{zou2024federated,
  author = {Zou, Rong and Zhang, Yunfan and Zhang, Yiqun and Lu, Yang and Li, Mengke and Cheung, Yiu-ming},
  title = {Federated Clustering with Unknown Number of Clusters},
  booktitle = {Proceedings of the International Conference on Data-driven Optimization of Complex Systems (DOCS)},
  address = {Hangzhou, China, August 16--18},
  year = {2024}
}

@inproceedings{liao2024multilayer,
  author = {Liao, Qingqing and Zeng, An and Ji, Yuzhu and Zhang, Yiqun},
  title = {Multi-Layer Attention Fusion and Edge-Guided Structural Enrichment Completion Network for Leaf Point Cloud},
  booktitle = {Proceedings of the IEEE International Conference on Electronics Information and Emergency Communication (ICEIEC)},
  address = {Hangzhou, China, May 24--26},
  year = {2024}
}

@inproceedings{zhao2023selecting,
  author = {Zhao, Lang and Zhang, Yiqun and Luo, Xiaopeng and Zhang, Yue and Cheung, Yiu-ming and Li, Kangshun},
  title = {Selecting Heterogeneous Features based on Unified Density-Guided Neighborhood Relation for Complex Biomedical Data Analysis},
  booktitle = {Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  address = {Istanbul, Turkey, December 5--8},
  year = {2023}
}

@inproceedings{zhao2023unsupervised,
  author = {Zhao, Mingjie and Zhang, Yiqun and Ji, Yuzhu and Lu, Yang},
  title = {Unsupervised Concept Drift Detection via Imbalanced Cluster Discriminator Learning},
  booktitle = {Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  address = {Xiamen, China, October 13--15},
  year = {2023}
}

@inproceedings{zhang2023learning,
  author = {Zhang, Zhipeng and Zhang, Yiqun and Zeng, An and Pan, Dan and Zhang, Xiaobo},
  title = {Learning Hierarchical Representations in Temporal and Frequency Domains for Time Series Forecasting},
  booktitle = {Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  address = {Xiamen, China, October 13--15},
  year = {2023}
}

@inproceedings{he2023cfnet,
  author = {He, Shi-ting and Ji, Yuzhu and Zhang, Yiqun and Zeng, An and Pan, Dan and Lin, Jing and Zhang, Xiaobo},
  title = {CFNet: A Coarse-to-Fine Framework for Coronary Artery Segmentation},
  booktitle = {Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  address = {Xiamen, China, October 13--15},
  year = {2023}
}

@inproceedings{zhang2023timeseries,
  author = {Zhang, Zhipeng and Zhang, Yiqun and Zeng, An and Pan, Dan and Ji, Yuzhu and Zhang, Zhipeng and Lin, Jing},
  title = {Time-Series Data Imputation via Realistic Masking-Guided Tri-Attention Bi-GRU},
  booktitle = {Proceedings of the European Conference on Artificial Intelligence (ECAI)},
  address = {Krakow, Poland, September 30--October 4},
  year = {2023}
}

@inproceedings{zhao2022heterogeneous,
  author = {Zhao, Lang and Zhang, Yiqun and Ji, Yuzhu and Zeng, An and Gu, Fangqing and Luo, Xiaopeng},
  title = {Heterogeneous Drift Learning: Classification of Mix-Attribute Data with Concept Drifts},
  booktitle = {Proceedings of the IEEE International Conference on Data Science and Advanced Analytics (DSAA)},
  address = {Shenzhen, China, October 13--16},
  year = {2022}
}

@inproceedings{qiu2022causal,
  author = {Qiu, Xueyao and Gu, Fangqing and Zhang, Yiqun},
  title = {Causal Discovery of Medical Test Parameters Based on Improved PC Algorithm},
  booktitle = {Proceedings of the International Conference on Data-driven Optimization of Complex Systems (DOCS)},
  address = {Chengdu, China, September 23--25},
  year = {2022}
}

@inproceedings{zhang2022het2hom,
  author = {Zhang, Yiqun and Cheung, Yiu-ming and Zeng, An},
  title = {Het2Hom: Representation of Heterogeneous Attributes into Homogeneous Concept Spaces for Categorical-and-Numerical-Attribute Data Clustering},
  booktitle = {Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI)},
  address = {Vienna, Austria, July 23--29},
  year = {2022}
}

@inproceedings{zhang2020ordinal,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {An Ordinal Data Clustering Algorithm with Automated Distance Learning},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
  address = {New York, NY, USA, February 7--12},
  year = {2020}
}

@inproceedings{zhang2018exploiting,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Exploiting Order Information Embedded in Ordered Categories for Ordinal Data Clustering},
  booktitle = {Proceedings of the International Symposium on Methodologies for Intelligent Systems (ISMIS)},
  address = {Limassol, Cyprus, October 29--31},
  year = {2018}
}

@inproceedings{zhang2018fast,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {A Fast Hierarchical Clustering Approach Based on Partition and Merging Scheme},
  booktitle = {Proceedings of the International Conference on Advanced Computational Intelligence (ICACI)},
  address = {Xiamen, China, March 29--31},
  year = {2018}
}

@inproceedings{zhang2016quality,
  author = {Zhang, Yiqun and Cheung, Yiu-ming and Liu, Yang},
  title = {Quality Preserved Data Summarization for Fast Hierarchical Clustering},
  booktitle = {Proceedings of the International Joint Conference on Neural Networks (IJCNN)},
  address = {Vancouver, BC, Canada, July 24--29},
  year = {2016}
}

@inproceedings{zhang2014discretizing,
  author = {Zhang, Yiqun and Cheung, Yiu-ming},
  title = {Discretizing Numerical Attributes in Decision Tree for Big Data Analysis},
  booktitle = {Proceedings of the IEEE International Conference on Data Mining Workshop (ICDMW)},
  address = {Shenzhen, China, December 14--17},
  year = {2014}
}