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Author

Kai-Lai Zhou

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Jul 2026

A Frozen Pixel-Space Diffusion Model Can Guide Itself with Its Own Samples

This work attaches a lightweight prediction head to an intermediate layer, keep the backbone frozen, and use the discrepancy between the intermediate and final predictions as a self-guidance direction during sampling to train a frozen, pretrained pixel diffusion model that can guide itself.

Zixuan Fu, Chong Wang, Lanqing Guo et al. · 2 citations

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