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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xue-Ling Zhu

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Sep 2026

Align Entities With Ontologies: LLM-Enhanced Inductive Subgraph Reasoning Over Ontology-Based Knowledge Graphs.

Ontology-based Knowledge Graphs (KGs) augment entity representation through additional semantic information, facilitating link prediction for unseen entities through predefined ontology libraries. While most existing knowledge graph representation learning methods predominantly focus on co-optimizing both entities and...

Hao Li, K. Liang, Lingyuan Meng et al. · 0 citations
Jul 2026

Propagating Cross-View Semantics for Multi-view Clustering: A Unified Anchor Refinement Paradigm.

Anchor-based methods have demonstrated significant success in multi-view clustering, particularly in handling large-scale datasets. However, existing approaches suffer from two critical limitations: (1) clustering performance is highly sensitive to the quality of initial anchors, and (2) multi-view interactions are oft...

Suyuan Liu, Siwei Wang, Ke Liang et al. · 0 citations

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