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Kanwar, Flow-based sampling for lattice field theories, in40th International Symposium on Lattice Field Theory (2024) arXiv:2401.01297 [hep-lat]

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Diffusion model for SU(N) gauge theories

hep-lat · 2026-05-07 · unverdicted · novelty 6.0

Implicit score matching trains diffusion models that successfully sample SU(3) Wilson gauge configurations on lattices, with a Hamiltonian-dynamics corrector needed for strong coupling.

Lattice field theories with a sign problem

hep-lat · 2026-04-27 · unverdicted · novelty 1.0 · 2 refs

Reviews approaches such as Lefschetz thimbles, complex Langevin dynamics, dual variables, tensor renormalization group, and machine learning to control the sign problem in lattice field theories.

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