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Optimal score estimation via empirical Bayes smoothing
We study the problem of estimating the score function of an unknown probability distribution $\rho^*$ from $n$ independent and identically distributed observations in $d$ dimensions.
Convergence of the Inexact Langevin Algorithm and Score-based Generative Models in KL Divergence
We study the Inexact Langevin Dynamics (ILD), Inexact Langevin Algorithm (ILA), and Score-based Generative Modeling (SGM) when utilizing estimated score functions for sampling.
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