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David A. Forsyth

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Preprint Oct 2026

BudgetPix: Compute-Adaptive Tokenization for Pixel-Space Image Diffusion

Most image generation models rely on uniform tokenization, allocating the exact same computational budget to equally-sized image patches. This static paradigm cannot adapt to different resource constraints at inference time, and yields suboptimal quality-cost tradeoff by devoting the same effort to both plain backgroun...

Ozgur Kara, Yujia Chen, Daniel Watson et al. · 0 citations

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