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Arthur Gretton

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#machine learning Preprint Sep 2026

Improved Distributional Diffusion Models

Distributional Diffusion Models (DDMs) replace the standard mean-prediction denoiser with a \emph{distributional} denoiser trained via a scoring rule objective, learning a stochastic approximation to $p(x_1 \mid x_t)$ rather than its conditional mean. However, scaling DDMs to modern image-generation settings faces two...

Tommaso Martorella, Alexandre Galashov, F. Krause et al. · 0 citations

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