2 papers
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.MM2025
Music2Palette: Emotion-aligned Color Palette Generation via Cross-Modal Representation Learning
Jiayun Hu, Yueyi He, Tianyi Liang +2
Emotion alignment between music and palettes is crucial for effective multimedia content, yet misalignment creates confusion that weakens the intended message. However, existing me…