Heterogeneous Graph Embedding with Dual Edge Differentiation

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

Published: 01 Mar 2025, Last Modified: 12 Nov 2025Neural NetworksEveryoneRevisionsCC BY-SA 4.0
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.