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Preprint Aug 2026

MOTIF: Motivation-guided Topology Inference for Cold-start Multimodal Recommendation

Cold-start multimodal recommendation faces three coupled challenges: (i) sparse interactions obscure user intent, (ii) cold items remain topologically isolated, and (iii) similarity-based item graphs may cause semantic drift. To address these issues, we propose MOTIF, a Motivation-guided Topology Inference framework fo...

Yu-Rui Shi, Yulan Miao, Xi-Min Hu et al. · 1 citation

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