Unifying Fourteen Post-Hoc Attribution Methods With Taylor Interactions
Various attribution methods have been developed to explain deep neural networks (DNNs) by inferring the attribution/importance/contribution score of each input variable to the final output. However, existing attribution methods are often built upon different heuristics. There remains a lack of a uni...
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Bibliographische Detailangaben
Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 7 vom: 02. Juni, Seite 4625-4640
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1. Verfasser: |
Deng, Huiqi
(VerfasserIn) |
Weitere Verfasser: |
Zou, Na,
Du, Mengnan,
Chen, Weifu,
Feng, Guocan,
Yang, Ziwei,
Li, Zheyang,
Zhang, Quanshi |
Format: | Online-Aufsatz
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Sprache: | English |
Veröffentlicht: |
2024
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Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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Schlagworte: | Journal Article |