Explaining image classifiers using statistical fault localization

The black-box nature of deep neural networks (DNNs) makes it impossible to understand why a particular output is produced, creating demand for “Explainable AI”. In this paper, we show that statistical fault localization (SFL) techniques from software engineering deliver high quality explanations of...

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Bibliografski detalji
Glavni autori: Sun, Y, Chockler, H, Huang, X, Kroening, D
Format: Conference item
Jezik:English
Izdano: Springer 2020