💡 Deep Clustering

[PR] discDC: Unsupervised Discriminative Deep Image Clustering via Confidence-Driven Self-Labeling,
Jinyu Cai, Wenzhong Guo, Yunhe Zhang, Jicong Fan
Pattern Recognition, Volume 172, 112382, 2026. (SCI Q1 CCF B)

[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] Deep Image Clustering by Fusing Contrastive Learning and Neighbor Relation Mining,
Chaoyang Xu, Renjie Lin, Jinyu Cai, Shiping Wang
Knowledge-Based Systems, Volume 238, 107967, 2022. (SCI Q1)