Software for dataset-wide XAI: From local explanations to global insights with Zennit, CoRelAy, and ViRelAy

• Christopher J. Anders ,

  Contributed equally to this work with: Christopher J. Anders, David Neumann

  Roles Conceptualization, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Machine Learning Group, Department of Electrical Engineering and Computer Science, Technische Universität Berlin, Berlin, Germany, BIFOLD – Berlin Institute for the Foundations of Learning and Data, Berlin, Germany

  https://orcid.org/0000-0003-3295-8486

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• David Neumann ,

  Contributed equally to this work with: Christopher J. Anders, David Neumann

  Roles Conceptualization, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany

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• Wojciech Samek,

  Roles Conceptualization, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing

  Affiliations BIFOLD – Berlin Institute for the Foundations of Learning and Data, Berlin, Germany, Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany, Machine Learning and Communications Group, Department of Electrical Engineering and Computer Science, Technische Universität Berlin, Berlin, Germany

  https://orcid.org/0000-0002-6283-3265

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• Klaus-Robert Müller,

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Machine Learning Group, Department of Electrical Engineering and Computer Science, Technische Universität Berlin, Berlin, Germany, BIFOLD – Berlin Institute for the Foundations of Learning and Data, Berlin, Germany, Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea, Max Planck Institut für Informatik, Saarbrücken, Germany

  https://orcid.org/0000-0002-3861-7685

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• Sebastian Lapuschkin

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Software, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: sebastian.lapuschkin@hhi.fraunhofer.de

  Affiliations Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany, Centre of eXplainable Artificial Intelligence, Technological University Dublin, Dublin, Ireland

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