Explaining Deep Neural Networks Using Spectrum-Based Fault Localization

Sun Youcheng
Sun Youcheng
Huang Xiaowei
Huang Xiaowei
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Abstract:

Deep neural networks (DNNs) increasingly replace traditionally developed software in a broad range of applications. However, in stark contrast to traditional software, the black-box nature of DNNs makes it impossible to understand their outputs, creating demand for "Explainable AI". Explanations of the outputs of the DNN are essential f...More

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