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Flexible Graph Similarity Computation With A Proactive Optimization Strategy

  • Graph Edit Distance (GED) is an important similarity measure in graph retrieval, allowing customizable operation costs.
  • A new approach called Graph Edit Network (GEN) is introduced to address the limitations of existing methods.
  • GEN incorporates operation costs in determining optimal graph mappings and proactively optimizes guidance from a graph perspective.
  • Results show that GEN outperforms state-of-the-art models in terms of error reduction and inference time reduction.

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