Ge Zhang

Ge Zhang is a Ph.D. student at School of Computing, Macquarie University. She is interested in developing ML algorithms over graph-structured data to solve real-world problems, especially fraud detection and anomaly detection. Previously, she received Master's in College of Intelligence and Computing at Tianjin University.

Ge Zhang has been selected as one of 2022 Microsoft Research PhD Fellows. She is the only recipient in Australia & New Zealand in 2022.

CINA: Curvature-based Integrated Network Alignment with Hypergraph Pengfei Jiao, Yuanqi Liu, Yinghui Wang, Ge Zhang (corresponding author) IEEE International Conference on Data Engineering (ICDE), 2024

State of the Art and Potentialities of Graph-level Learning Zhenyu Yang, Ge Zhang, et al. arXiv:2301.05860, 2023 [PDF]

Minimum Entropy Principle Guided Graph Neural Networks Zhenyu Yang, Ge Zhang, et al. ACM Conference on Web Search and Data Mining (WSDM), 2023 [PDF]

Graph Neural Networks for Imbalanced Graph-level Anomaly Detection Ge Zhang, Zhenyu Yang, et al. Conference on Neural Information Processing Systems (NeurIPS), 2022 [PDF]

eFraudCom: An E-commerce Fraud Detection System via Competitive Graph Neural Networks Ge Zhang, Zhao Li, Jiaming Huang, Jia Wu, Chuan Zhou and Jian Yang ACM Transactions on Information Systems (TOIS), 40(3), pp.1-29, 2022 [PDF]

FRAUDRE: Fraud Detection Dual-Resistant to Graph Inconsistency and Imbalance Ge Zhang, Jia Wu, Jian Yang, Amin Beheshti, Chuan Zhou, Quan Z. Sheng IEEE International Conference on Data Minging (ICDM), 2021 Acceptance Rate: 9.9%, Best Student Paper Award [PDF]

Detecting Communities with Multiplex Semantics by Distinguishing Background, General and Specialized Topics Di Jin, Kunzeng Wang, Ge Zhang, Pengfei Jiao, Dongxiao He, Francoise Fogelman Soulie and Xin Huang IEEE Transactions on Knowledge and Data Engineering (TKDE), 32(11), pp. 2144-2158, 2019 [PDF]

Finding Communities with Hierarchical Semantics by Distinguishing General and Specialized Topic Ge Zhang, Di Jin, Jian Gao, Pengfei Jiao, Francoise Fogelman Soulie and Xin Huang International Joint Conference on Artificial and Intelligence (IJCAI), 2018 [PDF]

Graph-level Neural Networks: Current Progress and Future Directions Ge Zhang, Jia Wu, Jian Yang, Chuan Zhou, Hao Peng, Quan Z. Sheng, and Charu Aggarwal arXiv:2205.15555, 2022 [PDF]

Faculty Excellence Award (Excellence in HDR Student Award Highly Commended) Faculty of Science and Engineering, Macquarie University, 2022

Microsoft Research PhD Fellowship Award Microsoft, 2022. [Link]

NeurIPS Scholar Award NeurIPS, 2022.

Higher Degree Research Rising Star Award School of Computing, Faculty of Science and Engineering, Macquarie University, 2022.

Best Student Paper Award IEEE ICDM, 2021. [Link]