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Author

Kaize Shi

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Conference Open access Sep 2026

PAAL: Pattern-Anchor Alignment for Continual Knowledge Graph Embedding Under Structural Distribution Shift

Continual knowledge graph embedding (CKGE) has gained popularity for managing dynamic knowledge graphs. Unlike general graph continual-learning approaches, CKGE focuses on retaining triple-level knowledge, thereby overcoming the inability of static models to accommodate continuously arriving facts. However, as new fact...

Yue Jian, Lin Li, Kai-Ze Shi et al. · 0 citations
Book Open access Aug 2026

Certified Signed Graph Unlearning

Certified Signed Graph Unlearning (CSGU) is proposed, which leverages the sociological principles underlying signed graphs, providing provable privacy guarantees while maintaining model utility.

Junpeng Zhao, Lin Li, Yu Yang et al. · 0 citations
Book Aug 2026

Certified Signed Graph Unlearning

Certified Signed Graph Unlearning (CSGU) is proposed, which leverages the sociological principles underlying signed graphs, providing provable privacy guarantees while maintaining model utility.

Junpeng Zhao, Lin Li, Yu Yang et al. · 0 citations

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