One of the biggest sources of anxiety about AI is not that it will turn against us, but that we simply cannot understand how it works. The solution to rogue systems that discriminate against women in credit applications or that make racist recommendations in criminal sentencing, or that reduce the number of black patients identified as needing extra medical care, might seem to be “explainable AI.” But sometimes, what’s just as important as knowing “why” an algorithm made a decision, is being able to ask “what” it was being optimized for in the first place?
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