📝 完整论文列表

期刊论文

[J024]

TMM'26 NIDC: General Task Backbone for Neuroimaging Analysis via Interpretable Deep Clustering
Jiayu Ye, An Zeng^✉, Dan Pan, Junhao Chen, Jingliang Zhao, Yiqun Zhang and Yang Liu
SCI 1区 | Top期刊 | 影响因子: 9.7 | 博士生成果 | Paper

[J023]

IoTJ'26 One-Shot Federated Clustering of Non-Independent Completely Distributed Data
Yiqun Zhang, Shenghong Cai, Zihua Yang, Sen Feng, Yuzhu Ji^✉ and Haijun Zhang
SCI 1区 | Top期刊 | 影响因子: 8.9 | Paper

[J022]

TAI'26 Trending Applications of Large Language Models: A User Perspective Survey
Yiqun Zhang, Mingjie Zhao, Yunfan Zhang and Yiu-ming Cheung^✉
影响因子: 8.1 | 综述论文 | Paper 中文版

[J021]

IoTJ'26 Hierarchical Reference Sets for Robust Unsupervised Detection of Scattered and Clustered Outliers
Yiqun Zhang, Zexi Tan, Xiaopeng Luo^✉ and Yunlin Liu
SCI 1区 | Top期刊 | 影响因子: 8.9 | Paper Code

[J020]

TETCI'26 Learning Unbiased Cluster Descriptors for Interpretable Imbalanced Concept Drift Detection
Yiqun Zhang, Zhanpei Huang, Mingjie Zhao, Chuyao Zhang, Yang Lu, Yuzhu Ji^✉, Fangqing Gu and An Zeng
SCI 1区 | 影响因子: 6.5 | Paper Code

[J019]

TCYB'25 Online Heterogeneous Feature Selection
Yiqun Zhang, Xinxi Chen, Lang Zhao, Yuzhu Ji, Peng Liu and Yiu-ming Cheung^✉
SCI 1区 | Top期刊 | 影响因子: 10.5 | Paper

[J018]

TNNLS'25 Learning Self-Growth Maps for Fast and Accurate Imbalanced Streaming Data Clustering
Yiqun Zhang, Sen Feng, Pengkai Wang, Zexi Tan, Xiaopeng Luo, Yuzhu Ji, Rong Zou and Yiu-ming Cheung^✉
ESI高被引论文 | SCI 1区 | Top期刊 | 影响因子: 8.9 | Paper Code

[J017]

TIP'25 CmdVIT: A Voluntary Facial Expression Recognition Model for Complex Mental Disorders
Jiayu Ye, Yanhong Yu, Qingxiang Wang, Guolong Liu, Wentao Li, An Zeng^✉, Yiqun Zhang, Yang Liu and Yunshao Zheng
SCI 1区 | Top期刊 | 影响因子: 13.7 | 博士生成果 | Paper

[J016]

TCE'25 SMACNet: A Unified Framework for One-shot Talking Head Synthesis via Subtle Motion and Appearance Compensation
Yuzhu Ji, Wei Hu, Guoji Gan, Zhiquan Long, Yiqun Zhang^✉, An Zeng and Haijun Zhang
SCI 1区 | 影响因子: 10.9 | Paper

[J015]

INS'25 Federated Hierarchical Clustering with Automatic Selection of Optimal Cluster Numbers
Yue Zhang, Chuanlong Qiu, Xinfa Liao and Yiqun Zhang^✉
SCI 1区 | 影响因子: 6.8 | 研究生成果 | Paper

[J014]

ESWA'25 Learning Unified Distance Metric for Heterogeneous Attribute Data Clustering
Yiqun Zhang, Mingjie Zhao, Yizhou Chen, Yang Lu^✉ and Yiu-ming Cheung
ESI高被引论文 | SCI 1区 | Top期刊 | 影响因子: 7.5 | Paper

[J013]

NEUCOM'25 SDENK: Unbiased Subspace Density-k-Clustering
Rong Zou, Yunfan Zhang, Mingjie Zhao, Zexi Tan, Yiqun Zhang^✉ and Yiu-ming Cheung
SCI 1区 | 影响因子: 6.5 | 博士生成果 | Paper

[J012]

CAIS'25 Adaptive Micro Partition and Hierarchical Merging for Accurate Mixed Data Clustering
Yunfan Zhang, Rong Zou, Yiqun Zhang^✉, Yue Zhang, Yiu-ming Cheung and Kangshun Li
SCI 2区 | 影响因子: 4.6 | 本科科研生成果 | Paper

[J011]

EXSY'25 Towards Clustering of Incomplete Mixed-Attribute Data
Chuyao Zhang, Xinxi Chen, Zexi Tan, Fangqing Gu, Yuzhu Ji and Yiqun Zhang^✉
SCI 2区 | 影响因子: 2.3 | 研究生成果 | Paper

[J010]

IJWMIP'25 Efficient Streaming Data Clustering Guided by Self-Refined Organizing Map
Mei Yin, Zexi Tan, Yunfan Zhang, Yiqun Zhang^✉ and Yang Lu
SCI 4区 | 影响因子: 0.8 | Paper

[J009]

TETCI'25 MssNet: An Efficient Spatial Attention Model for Early Recognition of Alzheimer’s Disease
Jiayu Ye, Dan Pan, An Zeng^✉, Yiqun Zhang, Qiuping Chen and Yang Liu
SCI 1区 | 影响因子: 6.5 | 博士生成果 | Paper

[J008]

JBHI'24 MAD-Former: A Traceable Interpretability Model for Alzheimer's Disease Recognition Based on Multi-Patch Attention
Jiayu Ye, An Zeng^✉, Dan Pan, Yiqun Zhang, Jingliang Zhao, Qiuping Chen and Yang Liu
SCI 1区 | Top期刊 | 影响因子: 6.8 | 博士生成果 | Paper

[J007]

TNNLS'23 Graph-based Dissimilarity Measurement for Cluster Analysis of Any-Type-Attributed Data
Yiqun Zhang and Yiu-ming Cheung^✉
SCI 1区 | Top期刊 | 影响因子: 8.9 | Paper Code

[J006]

TNNLS'23 Allosteric Feature Collaboration for Model-Heterogeneous Federated Learning
Baoyao Yang, Pong Chi Yuen^✉, Yiqun Zhang and An Zeng
SCI 1区 | Top期刊 | 影响因子: 8.9 | Paper

[J005]

TPAMI'22 Learnable Weighting of Intra-attribute Distances for Categorical Data Clustering with Nominal and Ordinal Attributes
Yiqun Zhang and Yiu-ming Cheung^✉
SCI 1区 | Top期刊 | 影响因子: 18.6 | Paper Code

[J004]

TCYB'22 A New Distance Metric Exploiting Heterogeneous Inter-Attribute Relationship for Ordinal-and-Nominal-Attribute Data Clustering
Yiqun Zhang and Yiu-ming Cheung^✉
SCI 1区 | Top期刊 | 影响因子: 10.5 | Paper

[J003]

ISCLS'21 Discovery of Genetic Biomarkers for Alzheimer’s Disease Using Adaptive Convolutional Neural Networks Ensemble and Genome-Wide Association Studies
An Zeng, Huabin Rong, Dan Pan^✉, Longfei Jia, Yiqun Zhang, Fengyi Zhao and Shaoliang Peng
SCI 1区 | 影响因子: 3.9 | Paper

[J002]

TNNLS'20 A Unified Entropy-Based Distance Metric for Ordinal-and-Nominal-Attribute Data Clustering
Yiqun Zhang, Yiu-ming Cheung^✉ and Kay Chen Tan
SCI 1区 | Top期刊 | 影响因子: 8.9 | IEEE CIS (HK) Competition’20 最佳论文奖 | Paper Code

[J001]

TNNLS'19 Fast and Accurate Hierarchical Clustering based on Growing Multilayer Topology Training
Yiu-ming Cheung^✉ and Yiqun Zhang
SCI 1区 | Top期刊 | 影响因子: 8.9 | Paper Code

会议论文（CCF-A）

[A015]

ICML'26 CARE: Class-Adaptive Expert Consensus for Reliable Learning with Long-Tailed Noisy Labels
Mengke Li, Haiquan Ling, Lihao Chen, Yang Lu, Yiqun Zhang and Hui Huang^✉
Paper

[A014]

CVPR'26 SECOS: Semantic Capture for Rigorous Classification in Open-World Semi-Supervised Learning
Hezhao Liu, Jiacheng Yang, Junlong Gao, Mengke Li, Yiqun Zhang, Shreyank N Gowda and Yang Lu^✉
研究生成果 | Paper

[A013]

CVPR'26 Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized Federated Learning
Shihao Hou, Chikai Shang, Zhiheng Yang, Jiacheng Yang, Xinyi Shang, Junlong Gao, Yiqun Zhang and Yang Lu^✉
研究生成果 | Paper

[A012]

SIGMOD'26 Categorical Data Clustering via Value Order Estimated Distance Metric Learning
Yiqun Zhang, Mingjie Zhao, Hong Jia, Mengke Li, Yang Lu and Yiu-ming Cheung^✉
Paper Code

[A011]

AAAI'26 Mask the Redundancy: Evolving Masking Representation Learning for Multivariate Time-Series Clustering
Zexi Tan, Xiaopeng Luo, Yunlin Liu and Yiqun Zhang^✉
本科科研生成果 | Paper Code

[A010]

AAAI'26 Break the Tie: Learning Cluster-Customized Category Relationships for Categorical Data Clustering
Mingjie Zhao, Zhanpei Huang, Yang Lu, Mengke Li, Yiqun Zhang^✉, Weifeng Su and Yiu-ming Cheung
研究生成果 | Paper Extended Version Code & Datasets

[A009]

ICCV'25 PRO-VPT: Distribution-Adaptive Visual Prompt Tuning via Prompt Relocation
Chikai Shang, Mengke Li, Yiqun Zhang, Zhen Chen, Jinlin Wu, Fangqing Gu, Yang Lu^✉ and Yiu-ming Cheung
研究生成果 | Paper

[A008]

ACMMM'25 FATE: A Prompt-Tuning-Based Semi-Supervised Learning Framework for Extremely Limited Labeled Data
Hezhao Liu, Yang Lu^✉, Mengke Li, Yiqun Zhang, Shreyank N Gowda, Chen Gong and Hanzi Wang
研究生成果 | Paper

[A007]

IJCAI'25 SeqPose: An End-to-End Framework to Unify Single-frame and Video-based RGB Category-Level Pose Estimation
Yuzhu Ji, Mingshan Sun, Jianyang Shi, Xiaoke Jiang, Yiqun Zhang^✉ and Haijun Zhang
Paper

[A006]

CVPR'25 Mind the Gap: Confidence Discrepancy Can Guide Federated Semi-Supervised Learning Across Pseudo-Mismatch
Yijie Liu, Xinyi Shang, Yiqun Zhang, Yang Lu^✉, Chen Gong, Jing-Hao Xue and Hanzi Wang
研究生成果 | Paper

[A005]

AAAI'25 Asynchronous Federated Clustering with Unknown Number of Clusters
Yunfan Zhang, Yiqun Zhang^✉, Yang Lu, Mengke Li, Xi Chen and Yiu-ming Cheung
本科科研生成果 | “挑战杯”（大挑）省赛特等奖、国赛获奖作品 | Paper Code

[A004]

NeurIPS'24 Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition
Mengke Li, Ye Liu, Yang Lu, Yiqun Zhang, Yiu-ming Cheung and Hui Huang^✉
Paper

[A003]

SIGKDD'24 QGRL: Quaternion Graph Representation Learning for Heterogeneous Feature Data Clustering
Junyang Chen, Yuzhu Ji, Rong Zou, Yiqun Zhang^✉ and Yiu-ming Cheung
本科科研生成果 | Paper Code

[A002]

IJCAI'22 Het2Hom: Representation of Heterogeneous Attributes into Homogeneous Concept Spaces for Categorical-and-Numerical-Attribute Data Clustering
Yiqun Zhang, Yiu-ming Cheung^✉ and An Zeng
Paper Code

[A001]

AAAI'20 An Ordinal Data Clustering Algorithm with Automated Distance Learning
Yiqun Zhang and Yiu-ming Cheung^✉
Paper Code

会议论文（CCF-B）

[B015]

DASFAA'26 HyReaL: Clustering Attributed Graph via Hyper-Complex Space Representation Learning
Junyang Chen, Yang Lu, Mengke Li, Cuie Yang, Yiqun Zhang^✉ and Yiu-ming Cheung
本科科研生成果 | Paper

[B014]

ICASSP'26 STRPNET: Video Salient Object Detection via Spatio-Temporal Scene Relation Propagation
Shujie Qiu, Jie Yang, Jiaqi Yu, Yiqun Zhang, Yuzhu Ji^✉ and Peng Liu
研究生成果 | Paper

[B013]

ICASSP'26 CADM: Cluster-customized Adaptive Distance Metric for Categorical Data Clustering
Taixi Chen, Yiu-ming Cheung^✉ and Yiqun Zhang
本科科研生成果 | Paper

[B012]

BIBM'25 DE3S: Dual-Enhanced Soft-Sparse-Shape Learning for Medical Early Time-Series Classification
Tao Xie, Zexi Tan, Haoyi Xiao, Yiqun Zhang^✉ and Binbin Sun
本科科研生成果 | Paper Code

[B011]

ECAI'25 FairFed++: Closing the Fairness Gap in Federated Learning through Self-Evolving Clustered Optimization
Zhixiang Fang, Baoyao Yang^✉, Weide Zhan, Yanchao Tang and Yiqun Zhang
本科科研生成果 | Paper

[B010]

ICASSP'25 Robust Qualitative Data Clustering via Learnable Multi-Metric Space Fusion
Sen Feng, Mingjie Zhao, Zhanpei Huang, Yuzhu Ji, Yiqun Zhang^✉ and Yiu-ming Cheung
研究生成果 | Paper Code

[B009]

ICASSP'25 Weighted Density for The Win: Accurate Subspace Density Clustering
Maixuan Peng, Yuyang Wu, Yiqun Zhang^✉, Yang Lu, Mengke Li and Yiu-ming Cheung
本科科研生成果 | Paper

[B008]

ICASSP'25 SmartNet: One-shot Talking Head Synthesis via Subtle Motion and Appearance Compensation
Wei Hu, Yuzhu Ji^✉, An Zeng, Dan Pan, Yiqun Zhang and Haijun Zhang
研究生成果 | Paper

[B007]

ECAI'24 Learning Order Forest for Qualitative-Attribute Data Clustering
Mingjie Zhao, Sen Feng, Yiqun Zhang^✉, Mengke Li, Yang Lu and Yiu-ming Cheung
研究生成果 | Paper Code

[B006]

ECAI'24 CPNet: 3D Semantic Relation and Geometry Context Prior Network for Multi-organ Segmentation
Yuzhu Ji, Mingshan Sun^✉, Yiqun Zhang and Haijun Zhang
Paper

[B005]

BIBM'24 MGOD: Multi-Granular Outlier Detection with Clustlier Analysis
Qingsheng Chen, Mingjie Zhao, Yuzhu Ji, Xiaopeng Luo, Yiqun Zhang^✉ and Yue Zhang
研究生成果 | Paper

[B004]

BIBM'24 Efficient Topology-Driven Clustering for Imbalanced Streaming Biomedical Data Analysis
Xiaopeng Luo, Yiqun Zhang^✉, Yuzhu Ji, Peng Liu and Taoting Xiao
Paper

[B003]

ICDCS'24 Robust Categorical Data Clustering Guided by Multi-Granular Competitive Learning
Shenghong Cai, Yiqun Zhang^✉, Xiaopeng Luo, Yiu-ming Cheung, Hong Jia and Peng Liu
本科科研生成果 | Paper

[B002]

ECAI'23 Time-Series Data Imputation via Realistic Masking-Guided Tri-Attention Bi-GRU
Zhipeng Zhang, Yiqun Zhang^✉, An Zeng, Dan Pan, Yuzhu Ji, Zhipeng Zhang and Jing Lin
研究生成果 | Paper Code

[B001]

BIBM'23 Selecting Heterogeneous Features based on Unified Density-Guided Neighborhood Relation for Complex Biomedical Data Analysis
Lang Zhao, Yiqun Zhang^✉, Xiaopeng Luo, Yue Zhang, Yiu-ming Cheung and Kangshun Li
本科科研生成果 | Paper

会议论文（CCF-C）

[C015]

IJCNN'26 FMoE: Frequency-Guided Multi-Period MoE Modeling for Time Series Forecasting
Taochen Chen, Jialiang Chen, Yiqun Zhang^✉, Mengke Li, Yang Lu and Yiu-ming Cheung
研究生成果 | Paper

[C014]

IJCNN'26 PIN-LoRA: Positive-Incentive Noise Aggregation for Federated Long-Tailed Learning
Chenghao Jin, Shihao Hou, Jiacheng Yang, Mengke Li, Yiqun Zhang, Yang Lu^✉ and Yiu-ming Cheung
研究生成果 | Paper

[C013]

PRICAI'25 MEET-Sepsis: Multi-Endogenous-View Enhanced Time-Series Representation Learning for Early Sepsis Prediction
Zexi Tan, Tao Xie, Binbin Sun, Xiang Zhang, Yiqun Zhang^✉ and Yiu-ming Cheung
本科科研生成果 | Paper Code

[C012]

PRCV'25 FedCD: A Hybrid Federated Learning Framework for Adaptive Training Under Data Heterogeneity
Weide Zhan, Baoyao Yang^✉, Zhixiang Fang, Dongzhe Li, Yali Ma and Yiqun Zhang
本科科研生成果 | Paper

[C011]

ISBRA'25 EEG-TFNet: Spatiotemporal and Spectral Feature Integration for EEG-Based AD Detection
An Zeng, Zhao Guo, Dan Pan^✉, Yiqun Zhang and Jun Liu
Paper

[C010]

ICIC'25 DeSAD: Density Clustering-Guided Streaming Data Anomaly Detection
Yue Zhang, Xuchuang Ding, Xiang Zhang, Wei Ai, Gengwen Huang and Yiqun Zhang^✉
Paper

[C009]

ICPR'24 Towards Unbiased Minimal Cluster Analysis of Categorical-and-Numerical Attribute Data
Yunfan Zhang, Xiaopeng Luo, Qingsheng Chen, Rong Zou, Yiqun Zhang^✉ and Yiu-ming Cheung
本科科研生成果 | Paper

[C008]

PRCV'24 FedHC: Learning Imbalanced Clusters via Federated Hierarchical Clustering
Yue Zhang^✉, Xinfa Liao, Qingsheng Chen, Hao-Tian Wu and Yiqun Zhang
Paper

[C007]

PRCV'24 FedGC: Federated Learning on Non-IID Data via Learning from Good Clients
Xu Ji, Haotian Wu^✉, Ting Cui, Yiqun Zhang and Lingling Xu
研究生成果 | Paper

[C006]

IJCNN'24 Clustering by Learning the Ordinal Relationships of Qualitative Attribute Values
Pengkai Wang, Yunfan Zhang, Yiqun Zhang^✉, Yang Lu, Mengke Li and Yiu-ming Cheung
本科科研生成果 | Paper

[C005]

PRCV'23 Unsupervised Concept Drift Detection via Imbalanced Cluster Discriminator Learning
Mingjie Zhao, Yiqun Zhang^✉, Yuzhu Ji and Yang Lu
研究生成果 | Paper

[C004]

PRCV'23 Learning Hierarchical Representations in Temporal and Frequency Domains for Time Series Forecasting
Zhipeng Zhang, Yiqun Zhang^✉, An Zeng, Dan Pan and Xiaobo Zhang
研究生成果 | Paper

[C003]

PRCV'23 CFNet: A Coarse-to-Fine Framework for Coronary Artery Segmentation
Shi-ting He, Yuzhu Ji^✉, Yiqun Zhang, An Zeng, Dan Pan, Jing Lin and Xiaobo Zhang
研究生成果 | Paper

[C002]

DSAA'22 Heterogeneous Drift Learning: Classification of Mix-Attribute Data with Concept Drifts
Lang Zhao, Yiqun Zhang^✉, Yuzhu Ji, An Zeng, Fangqing Gu and Xiaopeng Luo
本科科研生成果 | Paper

[C001]

IJCNN'16 Quality Preserved Data Summarization for Fast Hierarchical Clustering
Yiqun Zhang, Yiu-ming Cheung^✉ and Yang Liu
Paper

其他论文

[N009]

CIS'25 Detecting Autism Spectrum Disorder with Deep Eye Movement Features
Zhanpei Huang, Taochen Chen, Fangqing Gu and Yiqun Zhang^✉
研究生成果 | Paper

[N008]

CIS'25 An AI Education Framework based on LLM-Knowledge Graph for Personalized Learning
Zihao Liang, Yiou Wang, Mingjie Zhao, Sen Feng, Yunfan Zhang and Yiqun Zhang^✉
研究生成果 | Paper

[N007]

PEASA'25 AI in the Era of Large Language Models: Current State, Applications, Limitations, and Future
Yiqun Zhang and Yiu-ming Cheung^✉
Paper

[N006]

DOCS'24 Federated Clustering with Unknown Number of Clusters
Rong Zou, Yunfan Zhang, Yiqun Zhang, Yang Lu, Mengke Li and Yiu-ming Cheung^✉
博士生成果 | IEEE DOCS'24 最佳论文奖 | Paper

[N005]

ICEIEC'24 Multi-Layer Attention Fusion and Edge-Guided Structural Enrichment Completion Network for Leaf Point Cloud
Qingqing Liao, An Zeng, Yuzhu Ji^✉ and Yiqun Zhang
研究生成果 | Paper

[N004]

DOCS'22 Causal Discovery of Medical Test Parameters Based on Improved PC Algorithm
Xueyao Qiu, Fangqing Gu^✉ and Yiqun Zhang
研究生成果 | Paper

[N003]

ISMIS'18 Exploiting Order Information Embedded in Ordered Categories for Ordinal Data Clustering
Yiqun Zhang and Yiu-ming Cheung^✉
Springer ISMIS'18 最佳学生论文奖 | Paper

[N002]

ICACI'18 A Fast Hierarchical Clustering Approach Based on Partition and Merging Scheme
Yiqun Zhang and Yiu-ming Cheung^✉
Paper

[N001]

ICDMW'14 Discretizing Numerical Attributes in Decision Tree for Big Data Analysis
Yiqun Zhang and Yiu-ming Cheung^✉
Paper

注：此列表仅展示英文论文及被SCI/EI检索的论文。
Note: This list exclusively features publications that are either written in English or officially indexed by SCI/EI.

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