activity
20162022
most citedOn the Utility of Learning about Humans for Human-AI Coordination

91 citations · 226 across the 28 of their papers we have counts for

collaborators
Showing stat.MLShow all

2 papers · 1 filter

stat.ML2019

Bayesian Robustness: A Nonasymptotic Viewpoint

Kush Bhatia, Yi-An Ma, Anca D. Dragan +2

We study the problem of robustly estimating the posterior distribution for the setting where observed data can be contaminated with potentially adversarial outliers. We propose Rob…

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…