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morganism comments on Open Thread, Aug 29. - Sept 5. 2016 - Less Wrong
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"Why Should I Trust You?": Explaining the Predictions of Any Classifier
"various scenarios that require trust: deciding if one should trust a prediction, choosing between models, improving an untrustworthy classifier, and identifying why a classifier should not be trusted. "
http://arxiv.org/abs/1602.04938