3 papers
cs.IR2022
Graph Neural Networks with Dynamic and Static Representations for Social Recommendation
Junfa Lin, Siyuan Chen, Jiahai Wang
Recommender systems based on graph neural networks receive increasing research interest due to their excellent ability to learn a variety of side information including social netwo…
cs.LG2021
Neural Relational Inference with Efficient Message Passing Mechanisms
Siyuan Chen, Jiahai Wang, Guoqing Li
Many complex processes can be viewed as dynamical systems of interacting agents. In many cases, only the state sequences of individual agents are observed, while the interacting re…
cs.SI2020
A Novel Framework with Information Fusion and Neighborhood Enhancement for User Identity Linkage
Siyuan Chen, Jiahai Wang, Xin Du +1
User identity linkage across social networks is an essential problem for cross-network data mining. Since network structure, profile and content information describe different aspe…