61 citations · 252 across the 19 of their papers we have counts for
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cs.LG2019
Value-laden Disciplinary Shifts in Machine Learning
Ravit Dotan, Smitha Milli
As machine learning models are increasingly used for high-stakes decision making, scholars have sought to intervene to ensure that such models do not encode undesirable social and…
cs.LG2019★ 22 cited
Strategic Classification is Causal Modeling in Disguise
John Miller, Smitha Milli, Moritz Hardt
Consequential decision-making incentivizes individuals to strategically adapt their behavior to the specifics of the decision rule. While a long line of work has viewed strategic a…
cs.AI2019★ 3 cited
Literal or Pedagogic Human? Analyzing Human Model Misspecification in Objective Learning
Smitha Milli, Anca D. Dragan
It is incredibly easy for a system designer to misspecify the objective for an autonomous system ("robot''), thus motivating the desire to have the robot learn the objective from h…