Sanity Checks for Saliency Maps

Julius Adebayo, Justin Gilmer, Michael Muelly, Ian Goodfellow, Moritz Hardt, Been Kim

Neural Information Processing Systems 

Through extensive experiments we show that some existing saliency methods are independent both of the model and of the data generating process.

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