21 citations · 54 across the 19 of their papers we have counts for
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stat.ML2023
Auditing Fairness by Betting
Ben Chugg, Santiago Cortes-Gomez, Bryan Wilder +1
We provide practical, efficient, and nonparametric methods for auditing the fairness of deployed classification and regression models. Whereas previous work relies on a fixed-sampl…
stat.ML2023★ 7 cited
A unified recipe for deriving (time-uniform) PAC-Bayes bounds
Ben Chugg, Hongjian Wang, Aaditya Ramdas
We present a unified framework for deriving PAC-Bayesian generalization bounds. Unlike most previous literature on this topic, our bounds are anytime-valid (i.e., time-uniform), me…