Contrastive and Dual Adversarial Representation Learning for Multi-View Clustering

Yanwanyu Xi; Chang Tang; Jun-Jie Huang; Xingchen Hu; Yuanyuan Liu; Xinwang Liu

doi:10.1109/tkde.2025.3611368

journal article Jan 01, 2026

Contrastive and Dual Adversarial Representation Learning for Multi-View Clustering

Yanwanyu Xi

IEEE Transactions on Knowledge and Data Engineering Vol. 38 No. 1 pp. 170-182 · Institute of Electrical and Electronics Engineers (IEEE)

View at Publisher Save 10.1109/tkde.2025.3611368

Topics

No keywords indexed for this article. Browse by subject →

References

64

[1]

10.1109/tgrs.2023.3331236

[2]

10.1109/tkde.2024.3450333

[3]

10.1109/tkde.2024.3425393

[4]

10.1145/3581783.3611951

[5]

10.1109/tkde.2022.3172687

[6]

10.1109/tmm.2021.3081930

[7]

10.1109/tnnls.2025.3527120

[8]

10.1109/tmm.2024.3355649

[9]

10.1016/j.inffus.2024.102323

[10]

Self-Weighted Contrastive Fusion for Deep Multi-View Clustering

Song Wu, Yan Zheng, Yazhou Ren et al.

IEEE Transactions on Multimedia 10.1109/tmm.2024.3387298

[11]

10.1109/cvpr52729.2023.01116

[12]

10.1109/tip.2022.3147046

[13]

10.1109/tpami.2019.2892416

[14]

10.24963/ijcai.2018/313

[15]

Lee "Algorithms for non-negative matrix factorization" (2000)

[16]

10.1109/tmm.2022.3210376

[17]

10.1109/cvpr46437.2021.01102

[18]

10.1109/tpami.2022.3197238

[19]

10.1109/tpami.2022.3155499

[20]

10.24963/ijcai.2023/435

[21]

10.1609/aaai.v38i10.29000

[22]

10.1609/aaai.v38i10.29016

[23]

10.1109/tip.2023.3243521

[24]

10.1609/aaai.v38i13.29380

[25]

Generative adversarial networks

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al.

Communications of the ACM 10.1145/3422622

[26]

10.1109/tip.2020.3048626

[27]

10.1109/tpami.2020.3037734

[28]

10.1109/tpami.2023.3346869

[29]

10.1109/tnnls.2024.3524205

[30]

10.1609/aaai.v33i01.33014392

[31]

10.24963/ijcai.2019/510

[32]

10.1609/aaai.v28i1.8973

[33]

10.1109/tnnls.2022.3157148

[34]

10.1109/cvpr52688.2022.00955

[35]

10.1109/tnnls.2023.3291696

[36]

10.1109/tkde.2021.3082470

[37]

10.1109/tmm.2020.3013408

[38]

10.1109/cvpr52688.2022.01558

[39]

10.1109/tetci.2021.3077909

[40]

10.1109/icdm.2018.00174

[41]

10.1109/tnnls.2022.3145048

[42]

Arjovsky "Wasserstein generative adversarial networks" (2017)

[43]

Mirza "Conditional generative adversarial nets" (2014)

[44]

10.1109/cvpr.2017.632

[45]

10.1109/iccv.2017.244

[46]

10.1109/bigdata.2017.8257992

[47]

10.1073/pnas.2101344118

[48]

Wah "The Caltech-Ucsd birds-200-2011 Dataset" (2011)

[49]

Amini "Learning from multiple partially observed views-an application to multilingual text categorization" (2009)

[50]

10.24963/ijcai.2019/356

Showing 50 of 64 references

Cited By

4

Hierarchical attention fusion with synergistic adversarial contrastive learning for incomplete multi-view clustering

Teng Sun, Yunwei Luo · 2026

Pattern Recognition

Metrics

4

Citations

64

References

Details

Published: Jan 01, 2026
Vol/Issue: 38(1)
Pages: 170-182
License: View

Authors

Y

Yanwanyu Xi

School of Computer Science, China University of Geosciences, Wuhan, China

C

Chang Tang

School of Software Engineering, Huazhong University of Science and Technology, Wuhan, China

J

Jun-Jie Huang

College of Computer Science and Technology, National University of Defense Technology, Changsha, China

X

Xingchen Hu

College of Systems Engineering, National University of Defense Technology, Changsha, China

Y

Yuanyuan Liu

School of Computer Science, China University of Geosciences, Wuhan, China

X

Xinwang Liu

College of Computer Science and Technology, National University of Defense Technology, Changsha, China

Funding

National Natural Science Foundation of China Award: 62522604

Natural Science Foundation of Hubei Province Award: 2025AFA113

Fundamental Research Funds for National Universities, China Award: 2024XLB6

Cite This Article

Yanwanyu Xi, Chang Tang, Jun-Jie Huang, et al. (2026). Contrastive and Dual Adversarial Representation Learning for Multi-View Clustering. IEEE Transactions on Knowledge and Data Engineering, 38(1), 170-182. https://doi.org/10.1109/tkde.2025.3611368

Contrastive and Dual Adversarial Representation Learning for Multi-View Clustering

You May Also Like