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The inverse problem for neural networks

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اقرأ أكثر حفظ في قائمتي
  • المؤلفون: Forets, Marcelo; Schilling, Christian
  • المصدر:
    Forets, M & Schilling, C 2024, The inverse problem for neural networks. in B Steffen (ed.), Bridging the Gap Between AI and Reality : First International Conference, AISoLA 2023, Crete, Greece, October 23–28, 2023, Proceedings. Springer, Lecture Notes in Computer Science, vol. 14380, pp. 241-255, International Conference on Bridging the Gap between AI and Reality, Hersonissos, Greece, 23/10/2023. https://doi.org/10.1007/978-3-031-46002-9_14
  • الموضوع:
    Neural network; Inverse problem; Set propagation; Interpretability
  • نوع التسجيلة:
    article in journal/newspaper
  • اللغة:
    English
  • معلومة اضافية
    • Contributors:
      Steffen, Bernhard
    • بيانات النشر:
      Springer
    • الموضوع:
      2024
    • Collection:
      Aalborg University (AAU): Publications / Aalborg Universitet: Publikationer
    • نبذة مختصرة :
      We study the problem of computing the preimage of a set under a neural network with piecewise-affine activation functions. We recall an old result that the preimage of a polyhedral set is again a union of polyhedral sets and can be effectively computed. We show several applications of computing the preimage for analysis and interpretability of neural networks.
    • File Description:
      application/pdf
    • Relation:
      info:eu-repo/semantics/altIdentifier/isbn/978-3-031-46001-2
    • الرقم المعرف:
      10.1007/978-3-031-46002-9_14
    • الدخول الالكتروني :
      https://vbn.aau.dk/da/publications/a4622139-d335-49a7-9614-1066e7974620
      https://doi.org/10.1007/978-3-031-46002-9_14
      https://vbn.aau.dk/ws/files/769400855/the_inverse_problem_for_neural_networks.pdf
      https://www.scopus.com/pages/publications/85180633987
      https://arxiv.org/pdf/2308.14093
    • Rights:
      info:eu-repo/semantics/openAccess
    • الرقم المعرف:
      edsbas.531BD7F