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Flow straight and fast: Learning to generate and transfer data with rectified flow

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A Probabilistic Formulation of Offset Noise in Diffusion Models

stat.ML · 2024-12-04 · unverdicted · novelty 5.0

A diffusion model variant that adds structured non-zero-mean noise via modified forward/reverse processes, yielding an ELBO loss analogous to offset noise but with time-dependent coefficients, and showing gains on synthetic high-dimensional data.

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  • A Probabilistic Formulation of Offset Noise in Diffusion Models stat.ML · 2024-12-04 · unverdicted · none · ref 21

    A diffusion model variant that adds structured non-zero-mean noise via modified forward/reverse processes, yielding an ELBO loss analogous to offset noise but with time-dependent coefficients, and showing gains on synthetic high-dimensional data.