💡 Graph Neural Networks
MSHTrans: Multi-Scale Hypergraph Transformer with Time-Series Decomposition for Temporal Anomaly Detection,
Zhaoliang Chen, Zhihao Wu, William K. Cheung, Hong-Ning Dai, Byron Choi, Jiming Liu
Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2025. (CCF A) | [code]
AGNN: Alternating Graph-Regularized Neural Networks to Alleviate Over-Smoothing,
Zhaoliang Chen, Zhihao Wu, Zhenghong Lin, Shiping Wang, Claudia Plant, Wenzhong Guo
IEEE Transactions on Neural Networks and Learning Systems, Volume 35(10), Pages 13764-13776, 2024. (CCF B, SCI Q1) | [code]
Dual Low-Rank Graph Autoencoder for Semantic and Topological Networks,
Zhaoliang Chen, Zhihao Wu, Shiping Wang, Wenzhong Guo
AAAI Conference on Artificial Intelligence, Volume 37(4), Pages 4191-4198, 2023. (CCF A) | [code]
Attributed Multi-order Graph Convolutional Network for Heterogeneous Graphs,
Zhaoliang Chen, Zhihao Wu, Luying Zhong, Claudia Plant, Shiping Wang, Wenzhong Guo
Neural Networks, Volume 174, Page 106225, 2024. (CCF B, SCI Q1) | [code]
Refine then Classify: Robust Graph Neural Networks with Reliable Neighborhood Contrastive Refinement,
Shuman Zhuang, Zhihao Wu, Zhaoliang Chen, Hong-Ning Dai, Ximeng Liu
AAAI Conference on Artificial Intelligence, 2025. (CCF A)
Learnable Graph Convolutional Network With Semisupervised Graph Information Bottleneck,
Luying Zhong, Zhaoliang Chen, Zhihao Wu, Shide Du, Zheyi Chen, Shiping Wang
IEEE Transactions on Neural Networks and Learning Systems, Volume 36(1), Page 433-446, 2025. (CCF B, SCI Q1)
Towards Multi-view Consistent Graph Diffusion,
Jielong Lu, Zhihao Wu, Zhaoliang Chen, Zhiling Cai, Shiping Wang
ACM Multimedia, 2024. (CCF A, Oral 3.97%)
[Preprint]
ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks,
Zhaoliang Chen, Zhihao Wu, Ylli Sadikaj, Claudia Plant, Hong-Ning Dai, Shiping Wang, Yiu-Ming Cheung, Wenzhong Guo
submitted to IEEE Transactions on Knowledge and Data Engineering. (Major Revision)
[NN]
Heterogeneous graph neural network with adaptive relation reconstruction,
Weihong Lin, Zhaoliang Chen, Yuhong Chen, Shiping Wang
Neural Networks, 2025. (CCF B, SCI Q1)
[PR]
Graph Convolutional Network with Elastic Topology,
Zhihao Wu, Zhaoliang Chen, Shide Du, Sujia Huang, Shiping Wang
Pattern Recognition, Volume 150, Page 110567, 2024. (CCF B, SCI Q1) | [code]
[INS]
Adaptive Multi-channel Contrastive Graph Convolutional Network with Graph and Feature Fusion,
Luying Zhong, Jielong Lu, Zhaoliang Chen, Na Song, Shiping Wang
Information Sciences, Volume 658, Page 120012, 2024. (CCF B, SCI Q1)
[IEEE TSP]
Contrastive Graph Convolutional Networks with Generative Adjacency Matrix,
Luying Zhong, Jinbin Yang, Zhaoliang Chen, Shiping Wang
IEEE Transactions on Signal Processing, Volume 71, Pages 772-785, 2023. (CCF B, SCI Q1)