78 citations · 165 across the 14 of their papers we have counts for
3 papers · 1 filter
Moment Multicalibration for Uncertainty Estimation
Christopher Jung, Changhwa Lee, Mallesh M. Pai +2
We show how to achieve the notion of "multicalibration" from Hébert-Johnson et al. [2018] not just for means, but also for variances and other higher moments. Informally, it means…
Fair Prediction with Endogenous Behavior
Christopher Jung, Sampath Kannan, Changhwa Lee +3
There is increasing regulatory interest in whether machine learning algorithms deployed in consequential domains (e.g. in criminal justice) treat different demographic groups "fair…
Metric-Free Individual Fairness in Online Learning
Yahav Bechavod, Christopher Jung, Zhiwei Steven Wu
We study an online learning problem subject to the constraint of individual fairness, which requires that similar individuals are treated similarly. Unlike prior work on individual…