| 2025 | AAAI | A Label-free Heterophily-guided Approach for Unsupervised Graph Fraud Detection. | Junjun Pan, Yixin Liu, Xin Zheng, Yizhen Zheng, Alan Wee-Chung Liew, Fuyi Li, Shirui Pan |
| 2025 | IJCAI | M^2LLM: Multi-view Molecular Representation Learning with Large Language Models. | Jiaxin Ju, Yizhen Zheng, Huan Yee Koh, Can Wang, Shirui Pan |
| 2025 | PAKDD | SpecG: A Spectral-Based Framework for Effective Graph Pretraining and Knowledge Transfer. | Zizhe Jin, Yizhen Zheng, Linhao Luo, Yixin Liu, Xin Zheng, Xuefei Yin, Vincent Lee, Shirui Pan |
| 2025 | PAKDD | Uni-MRL: Unified MultiModal Molecular Representation Learning with Large Language Models and Graph Neural Networks. | Jiaxin Ju, Yizhen Zheng, Huan Yee Koh, Shirui Pan |
| 2023 | AAAI | Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating. | Yixin Liu, Yizhen Zheng, Daokun Zhang, Vincent C. S. Lee, Shirui Pan |
| 2023 | ICDM | PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection. | Junjun Pan, Yixin Liu, Yizhen Zheng, Shirui Pan |
| 2023 | ICML | Finding the Missing-half: Graph Complementary Learning for Homophily-prone and Heterophily-prone Graphs. | Yizhen Zheng, He Zhang, Vincent Cheng-Siong Lee, Yu Zheng, Xiao Wang, Shirui Pan |
| 2023 | WWW | Dual Intent Enhanced Graph Neural Network for Session-based New Item Recommendation. | Di Jin, Luzhi Wang, Yizhen Zheng, Guojie Song, Fei Jiang, Xiang Li, Wei Lin, Shirui Pan |
| 2022 | ICDM | Unifying Graph Contrastive Learning with Flexible Contextual Scopes. | Yizhen Zheng, Yu Zheng, Xiaofei Zhou, Chen Gong, Vincent C. S. Lee, Shirui Pan |
| 2022 | IJCAI | CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning. | Di Jin, Luzhi Wang, Yizhen Zheng, Xiang Li, Fei Jiang, Wei Lin, Shirui Pan |
| 2021 | IJCAI | Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning. | Ming Jin, Yizhen Zheng, Yuan-Fang Li, Chen Gong, Chuan Zhou, Shirui Pan |
| 2021 | PAKDD | Heterogeneous Graph Attention Network for Small and Medium-Sized Enterprises Bankruptcy Prediction. | Yizhen Zheng, Vincent C. S. Lee, Zonghan Wu, Shirui Pan |