TY  - CONF
AU  - Rodekamp, Marcel
AU  - Berkowitz, Evan
AU  - Dincă, Maria
AU  - Gäntgen, Christoph
AU  - Krieg, Stefan
AU  - Luu, Tom
TI  - From Theory to Practice: Applying Neural Networks to Simulate Real Systems with Sign Problems
JO  - Proceedings of Science / International School for Advanced Studies
VL  - 453
SN  - 1824-8039
CY  - Trieste
PB  - SISSA
M1  - FZJ-2023-05418
SP  - XXX
PY  - 2023
AB  - 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.
T2  - The 40th International Symposium on Lattice Field Theory
CY  - 31 Jul 2023 - 4 Aug 2023, Batavia, Illinois (USA)
Y2  - 31 Jul 2023 - 4 Aug 2023
M2  - Batavia, Illinois, USA
LB  - PUB:(DE-HGF)16 ; PUB:(DE-HGF)8
DO  - DOI:10.34734/FZJ-2023-05418
UR  - https://juser.fz-juelich.de/record/1019471
ER  -