Articles with "graph pairs" as a keyword



Hierarchy-Aware Neural Subgraph Matching With Enhanced Similarity Measure

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Published in 2025 at "IEEE Transactions on Knowledge and Data Engineering"

DOI: 10.1109/tkde.2025.3583003

Abstract: Subgraph matching is challenging as it necessitates time-consuming combinatorial searches. Recent Graph Neural Network (GNN)-based approaches address this issue by employing GNN encoders to extract graph information and hinge distance measures to ensure containment constraints… read more here.

Keywords: neural subgraph; graph pairs; measure; subgraph matching ... See more keywords