Volume 466 -
The 41st International Symposium on Lattice Field Theory (LATTICE2024) -
Algorithms and Artificial Intelligence
Diffusion models and stochastic quantisation in lattice field theory
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Pre-published on:
January 22, 2025
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Abstract
Diffusion models are currently the leading generative AI approach used for image generation in e.g. DALL-E and Stable Diffusion. In this talk we relate diffusion models to stochastic quantisation in field theory and employ it to generate configurations for scalar fields on a two-dimensional lattice. We end with some speculations on possible applications.
DOI: https://doi.org/10.22323/1.466.0037
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Copyright owned by the author(s) under the term of the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Copyright owned by the author(s) under the term of the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.