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cs.IR2025
From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation
Guohao Li, Li Jing, Jia Wu +3
Most existing multimodal collaborative filtering recommendation (MCFRec) methods rely heavily on ID features and multimodal content to enhance recommendation performance. However,…
cs.IR2024
Bilateral Unsymmetrical Graph Contrastive Learning for Recommendation
Jiaheng Yu, Jing Li, Yue He +3
Recent methods utilize graph contrastive Learning within graph-structured user-item interaction data for collaborative filtering and have demonstrated their efficacy in recommendat…