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• W3107312662 abstract "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 the outputs of DNNs, where we define an explanation as a minimal subset of features sufficient for making the same decision as for the original input. We present an algorithm and a tool called DeepCover, which synthesizes a ranking of the features of the inputs using SFL and constructs explanations for the decisions of the DNN based on this ranking. We compare explanations produced by DeepCover with those of the state-of-the-art tools gradcam, lime, shap, rise and extremal and show that explanations generated by DeepCover are consistently better across a broad set of experiments. On a benchmark set with known ground truth, DeepCover achieves $$76.7%$$ accuracy, which is $$6%$$ better than the second best extremal." @default.
• W3107312662 created "2020-12-07" @default.
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• W3107312662 date "2020-01-01" @default.
• W3107312662 modified "2023-10-17" @default.
• W3107312662 title "Explaining Image Classifiers Using Statistical Fault Localization" @default.
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• W3107312662 doi "https://doi.org/10.1007/978-3-030-58604-1_24" @default.
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