GAFM: A Knowledge Graph Completion Method Based on Graph Attention Faded Mechanism

作者：

Highlights：

• Attention mechanism helps to obtain information in the neighborhood.

• Incorporate the information in multi-hop neighborhood to embed the target entitie.

• Adjust the attention value according to the variation of path length.

• Graph Attention Faded Mechiasm can help to obtain more appropriate attention value.

摘要

•Attention mechanism helps to obtain information in the neighborhood.•Incorporate the information in multi-hop neighborhood to embed the target entitie.•Adjust the attention value according to the variation of path length.•Graph Attention Faded Mechiasm can help to obtain more appropriate attention value.

论文关键词：Knowledge graph completion,Neighborhood nodes,Path length,Graph attention fade mechanism

论文评审过程：Received 13 February 2022, Revised 19 June 2022, Accepted 20 June 2022, Available online 5 July 2022, Version of Record 5 July 2022.

论文官网地址：https://doi.org/10.1016/j.ipm.2022.103004