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作者:

Sun, Kai (Sun, Kai.) | Jiang, Huajie (Jiang, Huajie.) | Hu, Yongli (Hu, Yongli.) | Yin, Baocai (Yin, Baocai.) (学者:尹宝才)

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摘要:

Inductive Knowledge Graph Completion (KGC) poses challenges due to the absence of emerging entities during training. Current methods utilize Graph Neural Networks (GNNs) to learn and propagate entity representations, achieving notable performance. However, these approaches primarily focus on chain-based logical rules, limiting their ability to capture the rich semantics of knowledge graphs. To address this challenge, we propose to generate Graph-based Rules for Enhancing Logical Reasoning (GRELR), a novel framework that leverages graph-based rules for enhanced reasoning. GRELR formulates graph-based rules by extracting relevant subgraphs and fuses them to construct comprehensive relation representations. This approach, combined with subgraph reasoning, significantly improves inference capabilities and showcases the potential of graph-based rules in inductive KGC. To demonstrate the effectiveness of the GRELR framework, we conduct experiments on three benchmark datasets, and our approach achieves state-of-the-art performance.

关键词:

Graph-based Rules Knowledge Graphs Inductive Knowledge Graph Completion Subgraph reasoning

作者机构:

  • [ 1 ] [Sun, Kai]Beijing Univ Technol, Beijing, Peoples R China
  • [ 2 ] [Jiang, Huajie]Beijing Univ Technol, Beijing, Peoples R China
  • [ 3 ] [Hu, Yongli]Beijing Univ Technol, Beijing, Peoples R China
  • [ 4 ] [Yin, Baocai]Beijing Univ Technol, Beijing, Peoples R China

通讯作者信息:

  • [Jiang, Huajie]Beijing Univ Technol, Beijing, Peoples R China;;

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来源 :

ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT XII, ICIC 2024

ISSN: 0302-9743

年份: 2024

卷: 14873

页码: 143-156

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