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DiffCold: A Diffusion-based Generative Model for Cold-Start Item Recommendation

Kangning Zhang, Yingjie Qin, Weinan Zhang, Yong Yu, Jianghao Lin
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arXiv:2606.12245v1 Announce Type: cross Abstract: Cold-start item recommendation remains a persistent challenge in real-world systems due to the absence of interaction histories. While prior models attempt to bridge this gap using item content features, they universally suffer from the \textbf{seesaw dilemma}: enhancing performance for cold items...

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