📝 Publications

Selected Publications

Multi-view Late Fusion Alignment

IJCAI 2019

Multi-view Clustering via Late Fusion Alignment Maximization

Code

Siwei Wang, Xinwang Liu, En Zhu, Chang Tang, Jiyuan Liu, Jingtao Hu, Jingyuan Xia, Jianping Yin

Project

• propose multi-view late fusion paradigm.

Large-scale Anchor Representation

IEEE TIP2022

Fast Parameter-Free Multi-View Subspace Clustering With Consensus Anchor Guidance

Code

Siwei Wang, Xinwang Liu, Xinzhong Zhu, Pei Zhang, Yi Zhang, Feng Gao, En Zhu (ESI High Cited Paper)

Project

• a unified multi-view co-training style of anchors.

Large-scale Anchor Alignment

NeurIPS 2022

Align then Fusion: Generalized Large-scale Multi-view Clustering with Anchor Matching Correspondences

Code

Siwei Wang, Xinwang Liu, Suyuan Liu, Jiaqi Jin, Wenxuan Tu, Xinzhong Zhu, En Zhu

Project

• the first work to tackle multi-view anchor-unaligned problem.

Large-scale Anchor for Incomplete Scenerios

CVPR 2022

Highly-efficient Incomplete Large-scale Multi-view Clustering with Consensus Bipartite Graph

Code

Siwei Wang, Xinwang Liu, Li Liu, Wenxuan Tu, Xinzhong Zhu, Jiyuan Liu, Sihang Zhou, En Zhu

Project

• the first large-scale multi-view anchor framework for incomplete scenerios.

• A Non-parametric Graph Clustering Framework for Multi-View Data, Shengju Yu, Siwei Wang, Zhibin Dong, Wenxuan Tu, Suyuan Liu, Zhao Lv, Pan Li, Miao Wang, En Zhu, AAAI 2024
• Sample-Level Cross-View Similarity Learning for Incomplete Multi-View Clustering, Suyuan Liu, Junpu Zhang, Yi Wen, Xihong Yang, Siwei Wang, Yi Zhang, En Zhu, Chang Tang, Long Zhao, Xinwang Liu, AAAI 2024
• DVSAI: Diverse View-Shared Anchors Based Incomplete Multi-View Clustering, Shengju Yu, Siwei Wang, Pei Zhang, Miao Wang, Ziming Wang, Zhe Liu, Liming Fang, En Zhu, Xinwang Liu, AAAI 2024
• Robust and Consistent Anchor Graph Learning for Multi-View Clustering, Suyuan Liu, Qing Liao, Siwei Wang, Xinwang Liu, En Zhu, TKDE 2024
• Multi-view bipartite graph clustering with coupled noisy feature filter, Xingchen Hu, Xinwang Liu, Witold Pedrycz, Qing Liao, Yinghua Shen, Yan Li, Siwei Wang, TKDE 2023
• Cross-view Topology Based Consistent and Complementary Information for Deep Multi-view Clustering, Zhibin Dong, Siwei Wang, Jiaqi Jin, Xinwang Liu, En Zhu, ICCV 2023
• Deep incomplete multi-view clustering with cross-view partial sample and prototype alignment, Jiaqi Jin, Siwei Wang, Zhibin Dong, Xinwang Liu, En Zhu, CVPR 2023
• Normality Learning-based Graph Anomaly Detection via Multi-Scale Contrastive Learning, Jingcan Duan, Pei Zhang, Siwei Wang, Jingtao Hu, Hu Jin, Jiaxin Zhang, Haifang Zhou, Xinwang Liu, ACM MM 2023
• Efficient Multi-View Graph Clustering with Local and Global Structure Preservation, Yi Wen, Suyuan Liu, Xinhang Wan, Siwei Wang, Ke Liang, Xinwang Liu, Xihong Yang, Pei Zhang, ACM MM 2023
• Scalable Incomplete Multi-View Clustering with Structure Alignment, Yi Wen, Siwei Wang, Ke Liang, Weixuan Liang, Xinhang Wan, Xinwang Liu, Suyuan Liu, Jiyuan Liu, En Zhu, ACM MM 2023
• Iterative Deep Structural Graph Contrast Clustering for Multiview Raw Data, Zhibin Dong, Jiaqi Jin, Yuyang Xiao, Siwei Wang, Xinzhong Zhu, Xinwang Liu, En Zhu, TNNLS 2023
• How to Construct Corresponding Anchors for Incomplete Multiview Clustering, Shengju Yu, Siwei Wang, Yi Wen, Ziming Wang, Zhigang Luo, En Zhu, Xinwang Liu, TCSVT 2023
• Unpaired multi-view graph clustering with cross-view structure matching, Yi Wen, Siwei Wang, Qing Liao, Weixuan Liang, Ke Liang, Xinhang Wan, Xinwang Liu, TNNLS 2023
• Learn from relational correlations and periodic events for temporal knowledge graph reasoning, Ke Liang, Lingyuan Meng, Meng Liu, Yue Liu, Wenxuan Tu, Siwei Wang, Sihang Zhou, Xinwang Liu, SIGIR 2023
• Simple contrastive graph clustering, Yue Liu, Xihong Yang, Sihang Zhou, Xinwang Liu, Siwei Wang, Ke Liang, Wenxuan Tu, Liang Li, TNNLS 2023
• Let the data choose: Flexible and diverse anchor graph fusion for scalable multi-view clustering, Pei Zhang, Siwei Wang, Liang Li, Changwang Zhang, Xinwang Liu, En Zhu, Zhe Liu, Lu Zhou, Lei Luo, AAAI 2023
• Graph anomaly detection via multi-scale contrastive learning networks with augmented view, Jingcan Duan, Siwei Wang, Pei Zhang, En Zhu, Jingtao Hu, Hu Jin, Yue Liu, Zhibin Dong, AAAI 2023
• Fast incomplete multi-view clustering with view-independent anchors, Suyuan Liu, Xinwang Liu, Siwei Wang, Xin Niu, En Zhu, TNNLS 2022
• Stability and generalization of kernel clustering: From single kernel to multiple kernel, Weixuan Liang, Xinwang Liu, Yong Liu, Jun-Jie Huang, Siwei Wang, Jiyuan Liu, Yi Zhang, En Zhu, NIPS 2022
• Align then fusion: Generalized large-scale multi-view clustering with anchor matching correspondences, Siwei Wang, Xinwang Liu, Suyuan Liu, Jiaqi Jin, Wenxuan Tu, Xinzhong Zhu, En Zhu, NIPS 2022
• Local sample-weighted multiple kernel clustering with consensus discriminative graph, Liang Li, Siwei Wang, Xinwang Liu, En Zhu, Li Shen, Kenli Li, Keqin Li, TNNLS 2022
• Efficient one-pass multi-view subspace clustering with consensus anchors, Suyuan Liu, Siwei Wang, Pei Zhang, Kai Xu, Xinwang Liu, Changwang Zhang, Feng Gao, AAAI 2022
• Parameter-free and scalable incomplete multiview clustering with prototype graph, Miaomiao Li, Siwei Wang, Xinwang Liu, Suyuan Liu, TNNLS 2022
• Highly-efficient incomplete large-scale multi-view clustering with consensus bipartite graph, Siwei Wang, Xinwang Liu, Li Liu, Wenxuan Tu, Xinzhong Zhu, Jiyuan Liu, Sihang Zhou, En Zhu, CVPR 2022
• Late fusion multiple kernel clustering with local kernel alignment maximization, Tiejian Zhang, Xinwang Liu, Lei Gong, Siwei Wang, Xin Niu, Li Shen, TMM 2021
• Fast parameter-free multi-view subspace clustering with consensus anchor guidance, Siwei Wang, Xinwang Liu, Xinzhong Zhu, Pei Zhang, Yi Zhang, Feng Gao, En Zhu, TIP 2021
• One-stage incomplete multi-view clustering via late fusion, Yi Zhang, Xinwang Liu, Siwei Wang, Jiyuan Liu, Sisi Dai, En Zhu, ACM MM 2021
• Multi-view clustering via deep matrix factorization and partition alignment, Chen Zhang, Siwei Wang, Jiyuan Liu, Sihang Zhou, Pei Zhang, Xinwang Liu, En Zhu, Changwang Zhang, ACM MM 2021
• Scalable multi-view subspace clustering with unified anchors, Mengjing Sun, Pei Zhang, Siwei Wang, Sihang Zhou, Wenxuan Tu, Xinwang Liu, En Zhu, Changjian Wang, ACM MM 2021
• Late fusion multiple kernel clustering with proxy graph refinement, Siwei Wang, Xinwang Liu, Li Liu, Sihang Zhou, En Zhu, TNNLS 2021
• One pass late fusion multi-view clustering, Xinwang Liu, Li Liu, Qing Liao, Siwei Wang, Yi Zhang, Wenxuan Tu, Chang Tang, Jiyuan Liu, En Zhu, ICML 2021
• Projective multiple kernel subspace clustering, Mengjing Sun, Siwei Wang, Pei Zhang, Xinwang Liu, Xifeng Guo, Sihang Zhou, En Zhu, TMM 2021
• Hierarchical multiple kernel clustering, Jiyuan Liu, Xinwang Liu, Siwei Wang, Sihang Zhou, Yuexiang Yang, AAAI 2021
• Localized simple multiple kernel k-means, Xinwang Liu, Sihang Zhou, Li Liu, Chang Tang, Siwei Wang, Jiyuan Liu, Yi Zhang, CVPR 2021
• Multi-view spectral clustering with high-order optimal neighborhood laplacian matrix, Weixuan Liang, Sihang Zhou, Jian Xiong, Xinwang Liu, Siwei Wang, En Zhu, Zhiping Cai, Xin Xu, TKDE 2020
• Optimal neighborhood multiple kernel clustering with adaptive local kernels, Jiyuan Liu, Xinwang Liu, Jian Xiong, Qing Liao, Sihang Zhou, Siwei Wang, Yuexiang Yang, TKDE 2020
• Multi-view Clustering via Late Fusion Alignment Maximization., Siwei Wang, Xinwang Liu, En Zhu, Chang Tang, Jiyuan Liu, Jingtao Hu, Jingyuan Xia, Jianping Yin, IJCAI 2019