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New method simplifies SU(N) gauge theory sampling on 2D lattices

Researchers have developed a novel method for sampling SU(N) gauge theory on a 2D lattice, addressing a key challenge in lattice gauge theory. The approach utilizes holonomy variables and a corner reweighting technique to model individual plaquette distributions, which are then mapped to link variables through a conditional sampling problem. This method has demonstrated high acceptance rates and moderate effective sample sizes in tests on SU(2) and SU(3) gauge theories. AI

IMPACT This research may inform future developments in computational physics and potentially inspire new approaches in generative modeling for complex systems.

RANK_REASON The cluster contains a research paper detailing a new sampling method for a specific type of gauge theory. [lever_c_demoted from research: ic=1 ai=0.4]

Read on arXiv cs.LG →

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New method simplifies SU(N) gauge theory sampling on 2D lattices

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The cluster contains a research paper detailing a new sampling method for a specific type of gauge theory. [lever_c_demoted from research: ic=1 ai=0.4]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Javad Komijani ·

    Sampling SU(N) gauge theory on a 2D lattice from independent plaquettes via holonomies and corner reweighting

    arXiv:2610.09147v1 Announce Type: cross Abstract: In the Wilson formulation of lattice gauge theory, the fundamental degrees of freedom are group-valued link variables, while the action is a sum over the trace of the plaquettes, the smallest Wilson loops. For generative sampling …