23 citations · 34 across the 7 of their papers we have counts for
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hep-th2023★ 4 cited
Renormalizing Diffusion Models
Jordan Cotler, Semon Rezchikov
We explain how to use diffusion models to learn inverse renormalization group flows of statistical and quantum field theories. Diffusion models are a class of machine learning mode…
hep-th2022
Renormalization Group Flow as Optimal Transport
Jordan Cotler, Semon Rezchikov
We establish that Polchinski's equation for exact renormalization group flow is equivalent to the optimal transport gradient flow of a field-theoretic relative entropy. This provid…