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Paper · arXiv

NextAds: Towards Next-generation Personalized Video Advertising

With the rapid growth of online video consumption, video advertising has become increasingly dominant in the digital advertising landscape. Yet diverse users and viewing contexts makes one-size-fits-all ad creatives insufficient for consistent effectiveness, underlining the importance of personalization. In practice, most personalized video advertising systems follow a retrieval-based paradigm, selecting the optimal one from a small set of professionally pre-produced creatives for each user. Such static and finite inventories limits both the granularity and the timeliness of personalization, and prevents the creatives from being continuously refined based on online user feedback. Recent a...

AuthorsYiyan Xu, Ruoxuan Xia, Wuqiang Zheng et al.
Primary categorycs.IR
Published2 March 2026
Last updated at source2 March 2026
cs.IRcs.CV
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