61 citations · 252 across the 19 of their papers we have counts for
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cs.LG2018★ 2 cited
The Social Cost of Strategic Classification
Smitha Milli, John Miller, Anca D. Dragan +1
Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. A long line of work has th…
stat.ML2018
Model Reconstruction from Model Explanations
Smitha Milli, Ludwig Schmidt, Anca D. Dragan +1
We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. Our results speak to a tension between the desire to keep a propr…