133 citations · 389 across the 37 of their papers we have counts for
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cs.LG2022★ 2 cited
Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive Attributes
Zhaowei Zhu, Yuanshun Yao, Jiankai Sun +2
Evaluating fairness can be challenging in practice because the sensitive attributes of data are often inaccessible due to privacy constraints. The go-to approach that the industry…
cs.LG2017★ 44 cited
Calibrated Fairness in Bandits
Yang Liu, Goran Radanovic, Christos Dimitrakakis +2
We study fairness within the stochastic, \emph{multi-armed bandit} (MAB) decision making framework. We adapt the fairness framework of "treating similar individuals similarly" to t…