37 citations · 75 across the 12 of their papers we have counts for
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hep-lat2023★ 2 cited
Generative Diffusion Models for Lattice Field Theory
Lingxiao Wang, Gert Aarts, Kai Zhou
This study delves into the connection between machine learning and lattice field theory by linking generative diffusion models (DMs) with stochastic quantization, from a stochastic…
hep-lat2023★ 28 cited
Diffusion Models as Stochastic Quantization in Lattice Field Theory
Lingxiao Wang, Gert Aarts, Kai Zhou
In this work, we establish a direct connection between generative diffusion models (DMs) and stochastic quantization (SQ). The DM is realized by approximating the reversal of a sto…