Heterogeneous Graph Embedding with Dual Edge Differentiation

Yuhong Chen, Fuhai Chen, Zhihao Wu, Zhaoliang Chen, Zhiling Cai, Yanchao Tan, Shiping Wang

Abstract: Highlights•Propose an innovative multi-type and multi-range meta-path construction method.•Design a semantics and meta-path joint guidance to rectify the edge heterophily.•Build hierarchical heterogeneous representations guided by features and meta-paths.