22 citations · 25 across the 2 of their papers we have counts for
4 papers
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…
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…
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…
Should Robots be Obedient?
Smitha Milli, Dylan Hadfield-Menell, Anca Dragan +1
Intuitively, obedience -- following the order that a human gives -- seems like a good property for a robot to have. But, we humans are not perfect and we may give orders that are n…