Preprint
Aug 2026
Rethinking Pixel Mean Flows via Interval Denoiser
The Interval Denoiser, a theoretically rigorous framework for latent-free generation, derived directly from the flow matching ODE, establishes an exact analytical mapping for intermediate trajectory states and is shown to reside on a low-dimensional manifold across any time interval.
A.M. Zaytsev, Dmitry Baranchuk, Alexander Korotin et al.
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