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Training biases in machine learning for the analytic continuation of quantum many-body Green's functions

We address the problem of analytic continuation of imaginary-frequency Green's functions, which is crucial in many-body physics, using machine learning based on a multilevel residual neural network. We specifically address potential biases that can be introduced due to the use of artificially create...

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Autori principali: Rong Zhang, Maximilian E. Merkel, Sophie Beck, Claude Ederer
Natura: Artigo
Lingua:Inglês
Pubblicazione: American Physical Society 2022-11-01
Serie:Physical Review Research
Accesso online:http://doi.org/10.1103/PhysRevResearch.4.043082
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