We show the utility of explanations via novel experiments both simulated and with human subjects on 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. Trust deciding if one should trust a prediction choosing between models improving an untrustworthy classi er and identifying why a classi er should not be trusted 1 introduction machine learning is at the core of many recent advances in science and technology unfortunately the important role of humans is an oft overlooked aspect in the . Why should i trust you anyway the fast lane answer okay so were making some inconceivable promises with our address validation and geocoding service especially with regard to our speed. So what why should i trust you rare music video from 1989 with swedish pop duo so what follow up hit single to i was lucky filmed on location at media mogul jan stenbecks luxuary home in . Why should trust you a fresh look at hse 1 a non traditional working world ten years ago we didnt have iphones or use an ipad a decade before that google didnt exist neither did youtube we certainly didnt use skype for business
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