Author

Yu-Lin Tao

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#graph neural networks Book Open access Nov 2026

SGLP: Semantic-Guided Graph Structure Learning with LLM Structural Priors for Cross-Domain Sequential Recommendation

Cross-Domain Sequential Recommendation (CDSR) mitigates data sparsity and cold-start issues by transferring user preferences across domains. Although Graph Neural Networks (GNNs) effectively capture collaborative signals, they struggle with the inherent structural sparsity present in individual domains. Specifically, u...

Jing-Wei Ma, Yu-Lin Tao, Ming-Yang Zhong et al. · Proceedings of the 35th ACM... · 0 citations

#artificial intelligence Preprint Oct 2026

HeteGCD: Statistics-Aware Dual-Prototype Learning for Generalized Category Discovery on Heterophilous Graphs

HeteGCD is proposed, a new statistics-aware dual-prototype learning perspective for generalized category discovery on heterophilous graphs that combines feature-based similarity with distribution-based consistency to support category discovery.

Xuan-Zhi Xi, Tong-Ze Zhang, Zhi-Li Qin et al. · 0 citations