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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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 7 vom: 02. Juni, Seite 4625-4640
1. Verfasser: Deng, Huiqi (VerfasserIn)
Weitere Verfasser: Zou, Na, Du, Mengnan, Chen, Weifu, Feng, Guocan, Yang, Ziwei, Li, Zheyang, Zhang, Quanshi
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article