English

Noise scheduling and linear dynamics in diffusion models on Lie groups

High Energy Physics - Lattice 2026-05-20 v1 Machine Learning

Abstract

We investigate the role of the noise schedule in diffusion processes on Lie groups, with particular emphasis on applications to lattice gauge theory. We show that a specific noise schedule leads to a linear decay of the expectation value of the Wilson action as a function of diffusion time. We compare this with Euclidean diffusion models, where such behavior requires an explicitly designed drift term, while in the Lie-group setting it arises naturally.

Keywords

Cite

@article{arxiv.2605.17326,
  title  = {Noise scheduling and linear dynamics in diffusion models on Lie groups},
  author = {Javad Komijani},
  journal= {arXiv preprint arXiv:2605.17326},
  year   = {2026}
}

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5 pages