💡 Deep Clustering

[AAAI 2025 Oral] Mixture of experts as representation learner for deep multi-view clustering,
Yunhe Zhang, Jinyu Cai*, Zhihao Wu, Pengyang Wang, See-Kiong Ng
Proceedings of the AAAI Conference on Artificial Intelligence, Volume 39(21), Pages 22704-22713, 2025. (CCF A)

[IJCAI 2024] Dual contrastive graph-level clustering with multiple cluster perspectives alignment,
Jinyu Cai, Yunhe Zhang, Jicong Fan, Yali Du, Wenzhong Guo
Proceedings of the 33rd International Joint Conference on Artificial Intelligence, Pages 3770-3779, 2024. (CCF A) | [code]

[CVPR 2022] Efficient deep embedded subspace clustering,
Jinyu Cai, Jicong Fan, Wenzhong Guo, Shiping Wang, Yunhe Zhang, Zhao Zhang
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Pages 1-10, 2022. (CCF A) | [code]

[IEEE TMM] Wasserstein embedding learning for deep clustering: A generative approach,
Jinyu Cai, Yunhe Zhang, Shiping Wang, Jicong Fan, Wenzhong Guo
IEEE Transactions on Multimedia, Volume 26, Pages 7567-7580, 2024. (SCI Q1 CCF B)

[NCAA] Deep graph-level clustering using pseudo-label-guided mutual information maximization network,
Jinyu Cai, Yi Han, Wenzhong Guo, Jicong Fan
Neural Computing and Applications Volume 36(16), Pages 9551-9566 2024.

[PR] Unsupervised deep clustering via contractive feature representation and focal loss,
Jinyu Cai, Shiping Wang, Chaoyang Xu, Wenzhong Guo
Pattern Recognition, Volume 123, 108386, 2022. (SCI Q1 CCF B)

[ESWA] Unsupervised embedded feature learning for deep clustering with stacked sparse auto-encoder,
Jinyu Cai, Shiping Wang, Chaoyang Xu, Wenzhong Guo
Expert Systems with Applications, Volume 186, 115729, 2021. (SCI Q1)

[IEEE TNSE] Towards adaptive masked structural learning for graph-level clustering,
Jinbin Yang, Jinyu Cai^†, Yunhe Zhang, Sujia Huang, Shiping Wang
IEEE Transactions on Network Science and Engineering, Volume 12(3), Pages 2021-2032, 2025. (SCI Q1)

[IEEE TCSS] Deep masked graph node clustering,
Jinbin Yang, Jinyu Cai^†, Luying Zhong, Yueyang Pi, Shiping Wang
EEE Transactions on Computational Social Systems, Volume 11(6), Pages 7257-7270, 2024. (SCI Q1)

[KBS] Unsupervised embedded feature learning for deep clustering with stacked sparse auto-encoder,
Chaoyang Xu, Renjie Lin, Jinyu Cai, Shiping Wang
Knowledge-Based Systems, Volume 238, 107967, 2022. (SCI Q1)