Jinyu Cai

Selected Publications

1. NeurIPS

   Perturbation learning based anomaly detection

   Jinyu Cai, and Jicong Fan

   In Advances in Neural Information Processing Systems (NeurIPS) 2022

   Bib PDF Code

   @inproceedings{cai2022plad,
     author = {Cai, Jinyu and Fan, Jicong},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
     title = {Perturbation learning based anomaly detection},
     pages = {14317--14330},
     year = {2022},
   }

2. CVPR

   Efficient deep embedded subspace clustering

   Jinyu Cai, Jicong Fan, Wenzhong Guo, Shiping Wang, Yunhe Zhang, and Zhao Zhang

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2022

   Bib PDF Code

   @inproceedings{cai2022edesc,
     title = {Efficient deep embedded subspace clustering},
     author = {Cai, Jinyu and Fan, Jicong and Guo, Wenzhong and Wang, Shiping and Zhang, Yunhe and Zhang, Zhao},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     pages = {1--10},
     year = {2022},
   }

3. PR

   Unsupervised deep clustering via contractive feature representation and focal loss

   Jinyu Cai, Shiping Wang, Chaoyang Xu, and Wenzhong Guo

   Pattern Recognition 2022

   Bib PDF

   @article{cai2022dccf,
     title = {Unsupervised deep clustering via contractive feature representation and focal loss},
     author = {Cai, Jinyu and Wang, Shiping and Xu, Chaoyang and Guo, Wenzhong},
     journal = {Pattern Recognition},
     volume = {123},
     pages = {108386},
     year = {2022},
     publisher = {Elsevier},
   }

4. ICLR

   Deep Orthogonal Hypersphere Compression for Anomaly Detection

   Yunhe Zhang, Yan Sun, Jinyu Cai, and Jicong Fan

   In Proceedings of the Twelfth International Conference on Learning Representations (ICLR Spotlight) 2024

   Bib PDF Code

   @inproceedings{zhang2024deep,
     title = {Deep Orthogonal Hypersphere Compression for Anomaly Detection},
     author = {Zhang, Yunhe and Sun, Yan and Cai, Jinyu and Fan, Jicong},
     booktitle = {Proceedings of the Twelfth International Conference on Learning Representations (ICLR Spotlight)},
     year = {2024},
   }

5. TMM

   Wasserstein Embedding Learning for Deep Clustering: A Generative Approach

   Jinyu Cai, Yunhe Zhang, Shiping Wang, Jicong Fan, and Wenzhong Guo

   IEEE Transactions on Multimedia 2024

   Bib PDF

   @article{cai2024wasserstein,
     title = {Wasserstein Embedding Learning for Deep Clustering: A Generative Approach},
     author = {Cai, Jinyu and Zhang, Yunhe and Wang, Shiping and Fan, Jicong and Guo, Wenzhong},
     journal = {IEEE Transactions on Multimedia},
     year = {2024},
     publisher = {IEEE},
   }

6. IJCAI

   Dual Contrastive Graph-Level Clustering with Multiple Cluster Perspectives Alignment

   Jinyu Cai, Yunhe Zhang, Jicong Fan, Yali Du, and Wenzhong Guo

   In The International Joint Conference on Artificial Intelligence (IJCAI) 2024

   Bib Code

   @inproceedings{cai2024dual,
     author = {Cai, Jinyu and Zhang, Yunhe and Fan, Jicong and Du, Yali and Guo, Wenzhong},
     title = {Dual Contrastive Graph-Level Clustering with Multiple Cluster Perspectives Alignment},
     booktitle = {The International Joint Conference on Artificial Intelligence (IJCAI)},
     year = {2024},
   }

7. IJCAI

   LG-FGAD: An Effective Federated Graph Anomaly Detection Framework

   Jinyu Cai, Yunhe Zhang, Jicong Fan, and See-Kiong Ng

   In The International Joint Conference on Artificial Intelligence (IJCAI) 2024

   Bib Code

   @inproceedings{cai2024lgfgad,
     author = {Cai, Jinyu and Zhang, Yunhe and Fan, Jicong and Ng, See-Kiong},
     title = {LG-FGAD: An Effective Federated Graph Anomaly Detection Framework},
     booktitle = {The International Joint Conference on Artificial Intelligence (IJCAI)},
     year = {2024},
   }

8. MM

   Towards Effective Federated Graph Anomaly Detection via Self-boosted Knowledge Distillation

   Jinyu Cai, Yunhe Zhang, Zhoumin Lu, Wenzhong Guo, and See-kiong Ng

   ACM Multimedia 2024

   Bib PDF Code

   @article{cai2024fgad,
     title = {Towards Effective Federated Graph Anomaly Detection via Self-boosted Knowledge Distillation},
     author = {Cai, Jinyu and Zhang, Yunhe and Lu, Zhoumin and Guo, Wenzhong and Ng, See-kiong},
     journal = {ACM Multimedia},
     year = {2024},
   }