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cs.LG2020★ 12 cited
Fairness with Overlapping Groups
Forest Yang, Moustapha Cisse, Sanmi Koyejo
In algorithmically fair prediction problems, a standard goal is to ensure the equality of fairness metrics across multiple overlapping groups simultaneously. We reconsider this sta…
cs.LG2019
On the Consistency of Top-k Surrogate Losses
Forest Yang, Sanmi Koyejo
The top- error is often employed to evaluate performance for challenging classification tasks in computer vision as it is designed to compensate for ambiguity in ground truth la…