Software for dataset-wide XAI: From local explanations to global insights with Zennit, CoRelAy, and ViRelAy.
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| Title: | Software for dataset-wide XAI: From local explanations to global insights with Zennit, CoRelAy, and ViRelAy. |
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| Authors: | Anders CJ; 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., Neumann D; Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany., Samek W; 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., Müller KR; 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., Lapuschkin S; Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany.; Centre of eXplainable Artificial Intelligence, Technological University Dublin, Dublin, Ireland. |
| Source: | PloS one [PLoS One] 2026 Jan 02; Vol. 21 (1), pp. e0336683. Date of Electronic Publication: 2026 Jan 02 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41481774 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Software for dataset-wide XAI: From local explanations to global insights with Zennit, CoRelAy, and ViRelAy. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Anders+CJ%22">Anders CJ</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Neumann+D%22">Neumann D</searchLink>; Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Samek+W%22">Samek W</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Müller+KR%22">Müller KR</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Lapuschkin+S%22">Lapuschkin S</searchLink>; Department of Artificial Intelligence, Fraunhofer Heinrich-Hertz-Institut, Berlin, Germany.; Centre of eXplainable Artificial Intelligence, Technological University Dublin, Dublin, Ireland. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101285081%22">PloS one</searchLink> [PLoS One] 2026 Jan 02; Vol. 21 (1), pp. e0336683. <i>Date of Electronic Publication: </i>2026 Jan 02 (<i>Print Publication: </i>2026). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Public+Library+of+Science%22">Public Library of Science </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101285081 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>1932-6203 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2219326203%22">19326203 </searchLink><i>NLM ISO Abbreviation: </i>PLoS One <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41481774 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1371/journal.pone.0336683 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: e0336683 Titles: – TitleFull: Software for dataset-wide XAI: From local explanations to global insights with Zennit, CoRelAy, and ViRelAy. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Anders CJ – PersonEntity: Name: NameFull: Neumann D – PersonEntity: Name: NameFull: Samek W – PersonEntity: Name: NameFull: Müller KR – PersonEntity: Name: NameFull: Lapuschkin S IsPartOfRelationships: – BibEntity: Dates: – D: 02 M: 01 Text: 2026 Jan 02 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1932-6203 Numbering: – Type: volume Value: 21 – Type: issue Value: 1 Titles: – TitleFull: PloS one Type: main |
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