%0 Conference Paper
%A Rodekamp, Marcel
%A Berkowitz, Evan
%A Dincă, Maria
%A Gäntgen, Christoph
%A Krieg, Stefan
%A Luu, Tom
%T From Theory to Practice: Applying Neural Networks to Simulate Real Systems with Sign Problems
%J Proceedings of Science / International School for Advanced Studies
%V 453
%@ 1824-8039
%C Trieste
%I SISSA
%M FZJ-2023-05418
%P XXX
%D 2023
%X The numerical sign problem poses a seemingly insurmountable barrier to the simulation of many fascinating systems. We apply neural networks to deform the region of integration, mitigating the sign problem of systems with strongly correlated electrons. In this talk we present our latest architectural developments as applied to contour deformation. We also demonstrate its applicability to real systems, namely perylene.
%B The 40th International Symposium on Lattice Field Theory
%C 31 Jul 2023 - 4 Aug 2023, Batavia, Illinois (USA)
Y2 31 Jul 2023 - 4 Aug 2023
M2 Batavia, Illinois, USA
%F PUB:(DE-HGF)16 ; PUB:(DE-HGF)8
%9 Journal ArticleContribution to a conference proceedings
%R 10.34734/FZJ-2023-05418
%U https://juser.fz-juelich.de/record/1019471