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20182026
most citedFlow-based generative models for Markov chain Monte Carlo in lattice field theory

222 citations · 1.1k across the 42 of their papers we have counts for

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Showing 2022Show all

6 papers · 1 filter

hep-lat2022★ 1 cited

Pseudoscalar-pole contributions to the muon at the physical point

Sebastian Burri, Gurtej Kanwar, Constantia Alexandrou +14

Pseudoscalar-pole diagrams are an important component of estimates of the hadronic light-by-light (HLbL) contribution to the muon . We report on our computation of the transit…

hep-lat2022

Confined Charged Particles in C-periodic Volumes

G. Kanwar, A. Mariani, J. C. Pinto Barros +1

Charged particles in an Abelian Coulomb phase are non-local infraparticles that are surrounded by a cloud of soft photons which extends to infinity. Gauss' law prevents the existen…

hep-lat2022

A New Type of Lattice Gauge Theory through Self-adjoint Extensions

A. Banerjee, D. Banerjee, G. Kanwar +3

A generalization of Wilsonian lattice gauge theory may be obtained by considering the possible self-adjoint extensions of the electric field operator in the Hamiltonian formalism.…

hep-lat2022★ 7 cited

Sampling QCD field configurations with gauge-equivariant flow models

Ryan Abbott, Michael S. Albergo, Aleksandar Botev +11

Machine learning methods based on normalizing flows have been shown to address important challenges, such as critical slowing-down and topological freezing, in the sampling of gaug…

hep-lat2022★ 48 cited

Gauge-equivariant flow models for sampling in lattice field theories with pseudofermions

Ryan Abbott, Michael S. Albergo, Denis Boyda +9

This work presents gauge-equivariant architectures for flow-based sampling in fermionic lattice field theories using pseudofermions as stochastic estimators for the fermionic deter…

hep-lat2022★ 38 cited

Flow-based sampling in the lattice Schwinger model at criticality

Michael S. Albergo, Denis Boyda, Kyle Cranmer +7

Recent results suggest that flow-based algorithms may provide efficient sampling of field distributions for lattice field theory applications, such as studies of quantum chromodyna…