Kuaishou and Beihang Propose 'Recommendation-as-Generation' (RaG) Framework

jiqizhixin · x · 2026-07-06

Kuaishou Technology and Beihang University have proposed the 'Recommendation-as-Generation' (RaG) framework. Instead of matching users with existing videos, it uses shared semantic IDs that separate content from style to instantly generate new videos tailored to their interests. Already deployed across a user base of over 400 million DAU, online A/B testing showed an ad revenue increase of up to 1.87% compared to a strong production baseline, proving that on-demand personalized video generation can drive new value at an industrial scale.

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