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cs.CV2020★ 7 cited
Debugging Tests for Model Explanations
Julius Adebayo, Michael Muelly, Ilaria Liccardi +1
We investigate whether post-hoc model explanations are effective for diagnosing model errors--model debugging. In response to the challenge of explaining a model's prediction, a va…
cs.CV2018
Sanity Checks for Saliency Maps
Julius Adebayo, Justin Gilmer, Michael Muelly +3
Saliency methods have emerged as a popular tool to highlight features in an input deemed relevant for the prediction of a learned model. Several saliency methods have been proposed…