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most citedSampling is as easy as learning the score: theory for diffusion models with minimal data assumptions

15 citations · 56 across the 38 of their papers we have counts for

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math.PR2023

Shifted Composition II: Shift Harnack Inequalities and Curvature Upper Bounds

Jason M. Altschuler, Sinho Chewi

We apply the shifted composition rule -- an information-theoretic principle introduced in our earlier work [AC23] -- to establish shift Harnack inequalities for the Langevin diffus…

math.PR2023★ 2 cited

Shifted Composition I: Harnack and Reverse Transport Inequalities

Jason M. Altschuler, Sinho Chewi

We formulate a new information-theoretic principle--the shifted composition rule--which bounds the divergence (e.g., Kullback-Leibler or Rényi) between the laws of two stochastic p…