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Tian-Rui Liu

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Aug 2026

Transport Barycenter-Guided Sample-to-Cluster Matching for Unaligned Multi-view Clustering.

Multi-view Discrete Optimal Transport is instantiated as a cluster-level transport matching framework that first adopts semi-discrete OT to learn a global OT barycenter via aggregating semantic-geometric information from all views, and then transports samples to barycenter-anchored consensus clusters under consistency...

Yuzhuo Dai, Si-Wei Wang, Zhi-Bin Dong et al. · 0 citations
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. · 0 citations

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