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001019471 1001_ $$0P:(DE-Juel1)185942$$aRodekamp, Marcel$$b0$$eCorresponding author$$ufzj
001019471 1112_ $$aThe 40th International Symposium on Lattice Field Theory$$cBatavia, Illinois$$d2023-07-31 - 2023-08-04$$gLATTICE2023$$wUSA
001019471 245__ $$aFrom Theory to Practice: Applying Neural Networks to Simulate Real Systems with Sign Problems
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001019471 520__ $$aThe 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.
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001019471 7001_ $$0P:(DE-Juel1)188583$$aBerkowitz, Evan$$b1$$ufzj
001019471 7001_ $$0P:(DE-HGF)0$$aDincă, Maria$$b2
001019471 7001_ $$0P:(DE-Juel1)165594$$aGäntgen, Christoph$$b3$$ufzj
001019471 7001_ $$0P:(DE-Juel1)132171$$aKrieg, Stefan$$b4$$ufzj
001019471 7001_ $$0P:(DE-Juel1)159481$$aLuu, Tom$$b5$$ufzj
001019471 773__ $$0PERI:(DE-600)2642026-0$$tProceedings of Science / International School for Advanced Studies$$v453$$x1824-8039$$y2023
001019471 8564_ $$uhttps://arxiv.org/abs/2311.18312v1
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