Publications

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.

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 Oral.

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

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

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

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.

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

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 Oral (WAIC youth outstanding paper award).

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