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Preprint Oct 2026

Learning Representations to Guide Pixel Diffusion Transformers

Visual representations are largely developed for understanding, yet what makes them useful for generation remains unclear. We study this question in pixel diffusion transformers and uncover two key insights. First, better representation quality does not necessarily translate into greater generative utility, as external...

Zi-Hao Pan, Meng-Ting Chen, Cheng Shi et al. · 0 citations

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