上海市白玉兰海外高层次青年人才、世界人工智能大会青年优秀论文奖、国家优秀自费留学生奖、互联网与大数据国际会议最佳学生论文奖等荣誉。

CCF-A或1区SCI论文

[1] Sheng Xiang, Guibin Zhang, Dawei Cheng, Ying Zhang (2025). Enhancing Attribute-driven Fraud Detection with Risk-aware Graph Representation. In IEEE TKDE 2025.

[2] Sheng Xiang, Chenhao Xu, Dawei Cheng, Xiaoyang Wang, Ying Zhang (2025). Efficient Learning-based Graph Simulation for Temporal Graphs. In IEEE ICDE 2025.

[3] Sheng Xiang, Yidong Jiang, Yunting Chen, Dawei Cheng, Guoping Zhao, Changjun Jiang (2025). Generative Dynamic Graph Representation Learning for Conspiracy Spoofing Detection. In ACM WWW 2025.

[4] Dawei Cheng, Yujia Ye, Sheng Xiang, Zhenwei Ma, Ying Zhang, Changjun Jiang (2023). Anti-Money Laundering by Group-Aware Deep Graph Learning. In 2023 IEEE TKDE.

[5] Sheng Xiang, Mingzhi Zhu, Dawei Cheng, Enxia Li, Ruihui Zhao, Yi Ouyang, Ling Chen, Yefeng Zheng (2023). Semi-supervised Credit Card Fraud Detection via Attribute-driven Graph Representation. In AAAI 2023.

[6] Sheng Xiang, Dawei Cheng, Jianfu Zhang, Zhenwei Ma, Xiaoyang Wang, Ying Zhang (2022). Efficient Learning-based Community-Preserving Graph Generation. In IEEE ICDE 2022.

[7] Dawei Cheng, Fangzhou Yang, Sheng Xiang, Jin Liu (2022). Financial time series forecasting with multi-modality graph neural network. In Pattern Recognition 121.

[8] Sheng Xiang, Dong Wen, Dawei Cheng, Ying Zhang, Lu Qin, Zhengping Qian, Xuemin Lin (2021). General graph generators: experiments, analyses, and improvements. In VLDBJ 2021.

[9] Dawei Cheng, Chen Chen, Xiaoyang Wang, Sheng Xiang (2021). Efficient top-k vulnerable nodes detection in uncertain graphs. In 2021 IEEE TKDE.

[10] Dawei Cheng, Sheng Xiang, Chencheng Shang, Yiyi Zhang, Fangzhou Yang, Liqing Zhang (2020). Spatio-Temporal Attention-Based Neural Network for Credit Card Fraud Detection. In AAAI 2020.

CCF-B或2区SCI论文

[11] Sheng Xiang, Chenhao Xu, Dawei Cheng, Ying Zhang (2025). Scalable Learning-Based Community-Preserving Graph Generation. In IEEE TBD 2025.

[12] Dawei Cheng, Yao Zou, Sheng Xiang, Changjun Jiang (2025). Graph neural networks for financial fraud detection: a review. In FCS 2025.

[13] Jiacheng Ma, Sheng Xiang, Qiang Li, Liangyu Yuan, Dawei Cheng, Changjun Jiang (2024). Parallel Graph Learning with Temporal Stamp Encoding for Fraudulent Transactions Detections. In IEEE TBD 2024.

[14] Peng Zhu, Yuante Li, Yifan Hu, Sheng Xiang, Qinyuan Liu, Dawei Cheng, Yuqi Liang (2024). MCI-GRU: Stock Prediction Model Based on Multi-Head Cross-Attention and Improved GRU. In Neucom 2025.

[15] Yao Zou, Sheng Xiang, Qijun Miao, Dawei Cheng, Changjun Jiang (2024). Subgraph Patterns Enhanced Graph Neural Network for Fraud Detection. In DASFAA 2024.

[16] Sheng Xiang, Dawei Cheng, Chencheng Shang, Ying Zhang, Yuqi Liang (2022). Temporal and Heterogeneous Graph Neural Network for Financial Time Series Prediction. In ACM CIKM 2022