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@francois-rozet francois-rozet commented Jun 9, 2025

This PR implements Tweedie Moment Projected Diffusion (TMPD) guidance. More precisely, it implements the diagonal version of TMPD, in which $A \mathbb{V}[x \mid x_t] A^\top$ is approximated as a diagonal matrix $\mathrm{diag}(A \mathbb{V}[x \mid x_t] A^\top e)$ where $e$ is the all-ones vector.

The method was proposed by Boys et al. (2023) in Tweedie Moment Projected Diffusions For Inverse Problems.

@francois-rozet francois-rozet merged commit de3cd8e into master Jun 9, 2025
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@francois-rozet francois-rozet deleted the tmpd branch June 9, 2025 10:05
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