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Explainable AI

Slides for 2017 GWU talk.

“Why Should I Trust You?": Explaining the Predictions of Any Classifier (Aug 2016) by Ribeiro et al https://arxiv.org/abs/1602.04938

Axiomatic Attribution for Deep Networks (Jun 2017) by Sundararajan et al https://arxiv.org/abs/1602.04938

PatternNet and PatternAttribution stat.ML (Oct 2017) by Kindermans et al https://arxiv.org/abs/1602.04938

Understanding Black-box Predictions via Influence Functions ICML (Jul 2017) by Wei Koh et al https://arxiv.org/abs/1703.04730

Distilling a Neural Network Into a Soft Decision Tree ICML (Nov 2017) by Frosst et al https://arxiv.org/abs/1711.09784

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