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@ARTICLE{Cayci:1018819,
      author       = {Cayci, Semih and Eryilmaz, Atilla},
      title        = {{C}onvergence of {G}radient {D}escent for {R}ecurrent
                      {N}eural {N}etworks: {A} {N}onasymptotic {A}nalysis},
      journal      = {SIAM journal on mathematics of data science},
      volume       = {7},
      number       = {2},
      issn         = {2577-0187},
      address      = {Philadelphia, PA},
      publisher    = {Society for Industrial and Applied Mathematics},
      reportid     = {RWTH-2025-07999},
      pages        = {826-854},
      year         = {2025},
      cin          = {114510 / 110000 / 119730},
      ddc          = {510},
      cid          = {$I:(DE-82)114510_20190627$ / $I:(DE-82)110000_20140620$ /
                      $I:(DE-82)119730_20221018$},
      pnm          = {OPSF854 - Mathematical and Practical Properties of
                      Policy-Based Reinforcement Learning (EXS-SF-OPSF854) / ERS
                      Seed Fund - Exploratory Research Space: Seed Fund (2) als
                      Anschubfinanzierung zur Erforschung neuer
                      interdisziplinärer Ideen (EXS-SF) / EXS - Excellence
                      Strategy (EXS)},
      pid          = {G:(DE-82)EXS-SF-OPSF854 / G:(DE-82)EXS-SF / G:(DE-82)EXS},
      typ          = {PUB:(DE-HGF)16},
      UT           = {WOS:001525602400011},
      doi          = {10.1137/24M1642500},
      url          = {https://publications.rwth-aachen.de/record/1018819},
}