Selected Publications

1. A Hierarchical Framework with Spatio-Temporal Consistency Learning for Emergence Detection in Complex Adaptive Systems.
   Siyuan Chen, Xin Du, Jiahai Wang.
   arXiv:2401.10300
2. Heterogeneous Interaction Modeling With Reduced Accumulated Error for Multi-Agent Trajectory Prediction. [pdf]
   Siyuan Chen, Jiahai Wang.
   IEEE Transactions on Neural Networks and Learning Systems 2022
3. Multiple Userids Identification with Deep Learning.
   Xin Du, Siyuan Chen, Zhiyue Liu, Jiahai Wang.
   Expert Systems With Applications 2022
4. Graph Neural Networks with Dynamic and Static Representations for Social Recommendation. [code]
   Junfa Lin, Siyuan Chen, Jiahai Wang.
   International Conference on Database Systems for Advanced Applications (DASFAA) 2022
5. Multi-agent Deep Reinforcement Learning with Spatio-Temporal Feature Fusion for Traffic Signal Control.
   Xin Du, Jiahai Wang, Siyuan Chen, Zhiyue Liu.
   European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) 2021
6. A Semi-supervised Framework with Efficient Feature Extraction and Network Alignment for User Identity Linkage.
   Zehua Hu, Jiahai Wang, Siyuan Chen, Xin Du.
   International Conference on Database Systems for Advanced Applications (DASFAA) 2021
7. Neural Relational Inference with Efficient Message Passing Mechanisms. [code]
   Siyuan Chen, Jiahai Wang, Guoqing Li.
   AAAI Conference on Artificial Intelligence (AAAI) 2021
8. A Novel Framework with Information Fusion and Neighborhood Enhancement for User Identity Linkage. [code]
   Siyuan Chen, Jiahai Wang, Xin Du, Yanqing Hu.
   European Conference on Artificial Intelligence (ECAI) 2020
9. Liapunov Functional and Stability of Linear Nabla (q, h)-Fractional Difference Equations.
   Baoguo Jia, Siyuan Chen, Lynn Erbe, Allan Peterson.
   Journal of Difference Equations and Applications 2017