A Benchmark for Interpretability Methods in Deep Neural Networks

Sara Hooker, Dumitru Erhan, Pieter-Jan Kindermans, Been Kim

Neural Information Processing Systems 

We propose an empirical measure of the approximate accuracy of feature importance estimates in deep neural networks.

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