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diffusion-based generation 1personalized thumbnail generation 1user preference modeling 1video highlight retrieval 1visual language models 1

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cs.MM2026

What Would You Click? Personalized Video Thumbnail Generation with Preference-aware Highlight Retrieval

Zhiyu He, Zecheng Zhao, Tong Chen +3

The paper proposes a two‑stage system that first retrieves user‑specific video highlights and then generates personalized video thumbnails using a diffusion model guided by visual‑…