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Author

Hua-Yu Li

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Open access Aug 2026

Collaborative Multimodal Entity Linking via Multi-Channel Neural Cross-Modal Interaction with Synergistic Consistency Optimization

This work proposes Collaborative Entity Linking through Multichannel Interaction (CELMI), a four-channel framework that jointly models textual semantics, visual perception, cross-modal alignment, and inter-mention collaboration and introduces a multi-channel consistency objective that combines per-channel contrastive l...

Hua-Yu Li, Xiao-Tong He, Hong-Juan Pei et al. · 0 citations
Open access Aug 2026

HGCRec: A Heterogeneous Graph Contrastive Learning Framework for Cold-Start Multi-Modal Recommendation in Intelligent Information Systems

Personalized recommendation has become an essential component of intelligent information systems and electronic multimedia platforms. However, cold-start items with limited user–item interactions remain difficult to model, especially when collaborative signals are sparse and heterogeneous side information is underutili...

Hua-Yu Li, Yang-Chen Xu · 0 citations

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