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This paper presents our preliminary state-of-the-art studies and bibliographic research on the fusion of knowledge derived from logical rules into machine learning (ML) approaches for knowledge graph completion. It is intended to serve as an initial guide for researchers and practitioners interested in this emerging field of study.

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A Preliminary Investigation: Strategies for Incorporating Logical Rules Into Knowledge Graph Embeddings

  • 会议论文

  • 发表日期：

    2025年

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  • Jacques Chabin,
  • Mirian Halfeld-Ferrari,
  • Lingchen Wang

摘要

This paper presents our preliminary state-of-the-art studies and bibliographic research on the fusion of knowledge derived from logical rules into machine learning (ML) approaches for knowledge graph completion. It is intended to serve as an initial guide for researchers and practitioners interested in this emerging field of study.