Sep 2026
SFKH-GC: Harnessing the Power of Full-Neighborhoods Information for Large-Scale Attributed-Graph Learning
Yao-Wen Hu, Wen-Xuan Tu, Xi-Hong Yang et al.
· IEEE transactions on circuit... · 0 citations
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Sep 2026
Align Entities With Ontologies: LLM-Enhanced Inductive Subgraph Reasoning Over Ontology-Based Knowledge Graphs.
A subgraph-aware semantic expansion module that coordinates $k$-hop neighborhood information with LLM-generated descriptions to alleviate structural sparsity and a contrastive ontology matching mechanism resolves structural inconsistencies by computing adaptive similarity metrics between ontology embeddings and subgrap...
Hao Li, K. Liang, Lingyuan Meng et al.
· IEEE Transactions on Pattern... · 0 citations