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@INPROCEEDINGS{Rodekamp:1019471,
      author       = {Rodekamp, Marcel and Berkowitz, Evan and Dincă, Maria and
                      Gäntgen, Christoph and Krieg, Stefan and Luu, Tom},
      title        = {{F}rom {T}heory to {P}ractice: {A}pplying {N}eural
                      {N}etworks to {S}imulate {R}eal {S}ystems with {S}ign
                      {P}roblems},
      journal      = {Proceedings of Science / International School for Advanced
                      Studies},
      volume       = {453},
      issn         = {1824-8039},
      address      = {Trieste},
      publisher    = {SISSA},
      reportid     = {FZJ-2023-05418},
      pages        = {XXX},
      year         = {2023},
      abstract     = {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.},
      month         = {Jul},
      date          = {2023-07-31},
      organization  = {The 40th International Symposium on
                       Lattice Field Theory, Batavia, Illinois
                       (USA), 31 Jul 2023 - 4 Aug 2023},
      cin          = {IAS-4 / IKP-3 / JSC / CASA},
      ddc          = {530},
      cid          = {I:(DE-Juel1)IAS-4-20090406 / I:(DE-Juel1)VDB25 /
                      I:(DE-Juel1)JSC-20090406 / I:(DE-Juel1)CASA-20230315},
      pnm          = {5111 - Domain-Specific Simulation $\&$ Data Life Cycle Labs
                      (SDLs) and Research Groups (POF4-511)},
      pid          = {G:(DE-HGF)POF4-5111},
      typ          = {PUB:(DE-HGF)16 / PUB:(DE-HGF)8},
      eprint       = {2311.18312},
      howpublished = {arXiv:2311.18312},
      archivePrefix = {arXiv},
      SLACcitation = {$\%\%CITATION$ = $arXiv:2311.18312;\%\%$},
      doi          = {10.34734/FZJ-2023-05418},
      url          = {https://juser.fz-juelich.de/record/1019471},
}