23 citations · 44 across the 8 of their papers we have counts for
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cs.CY2022★ 5 cited
Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness
Kate Donahue, Alexandra Chouldechova, Krishnaram Kenthapadi
Much of machine learning research focuses on predictive accuracy: given a task, create a machine learning model (or algorithm) that maximizes accuracy. In many settings, however, t…
cs.CY2021
Models of fairness in federated learning
Kate Donahue, Jon Kleinberg
In many real-world situations, data is distributed across multiple self-interested agents. These agents can collaborate to build a machine learning model based on data from multipl…