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The Explanation Dialogues : Understanding How Legal Experts Reason About XAI Methods

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اقرأ أكثر حفظ في قائمتي
  • معلومة اضافية
    • Contributors:
      J.M. Alvarez, A. Fabris, C. Heitz, C. Hertweck, M. Loi, M. Zehlike; State, Laura; Bringas Colmenarejo, Alejandra; Beretta, Andrea; Ruggieri, Salvatore; Turini, Franco; Law, Stephanie
    • الموضوع:
      2023
    • Collection:
      Scuola Normale Superiore: CINECA IRIS
    • نبذة مختصرة :
      The Explanation Dialogues project is an expert focus study that aims to uncover expectations, reasoning, and rules of legal experts and practitioners towards explainable artificial intelligence (XAI). We examine legal perceptions and disputes that arise in a fictional scenario that resembles a daily life situation - a bank’s use of an automated decision-making (ADM) system to decide on credit allocation to individuals. Through this simulation, the study aims to provide insights into the legal value and validity of explanations of ADMs, identify potential gaps and issues that may arise in the context of compliance with European legislation, and provide guidance on how to address these shortcomings.
    • Relation:
      ispartofbook:European Workshop on Algorithmic Fairness : Proceedings of the 2nd European Workshop on Algorithmic Fairness; alleditors:J.M. Alvarez, A. Fabris, C. Heitz, C. Hertweck, M. Loi, M. Zehlike; https://hdl.handle.net/11384/140542; info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85168310809
    • Rights:
      info:eu-repo/semantics/openAccess
    • الرقم المعرف:
      edsbas.17AA832F