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• W4296669646 abstract "Monte Carlo simulations away from half filling suffer from a sign problem that can be reduced by deforming the contour of integration. Such a transformation, which induces a Jacobian determinant in the Boltzmann weight, can be implemented using neural networks. This additional determinant cost for a generic neural network scales cubically with the volume, preventing large-scale simulations. We implement an architecture, based on complex-valued affine coupling layers, which reduces this to linear scaling. We demonstrate the efficacy of this method by successfully applying it to systems of different size, the largest of which is intractable by other Monte Carlo methods due to its severe sign problem." @default.
• W4296669646 created "2022-09-23" @default.
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• W4296669646 date "2022-09-22" @default.
• W4296669646 modified "2023-10-03" @default.
• W4296669646 title "Mitigating the Hubbard sign problem with complex-valued neural networks" @default.
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• W4296669646 doi "https://doi.org/10.1103/physrevb.106.125139" @default.
• W4296669646 hasPublicationYear "2022" @default.
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