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Shuyang Gu

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Preprint Jul 2026

Optimizing Visual Generative Models via Distribution-wise Rewards

A novel framework that finetunes generative models using distribution-wise rewards, ensuring better alignment with real-world data distributions is presented, and a subset-replace strategy that efficiently provides reward signals by updating only a small subset of a generated reference set is introduced.

Ruihang Li, Mengde Xu, Shuyang Gu et al. · 0 citations