11 citations · 22 across the 5 of their papers we have counts for
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stat.ME2023★ 3 cited
Statistical Inference for Fairness Auditing
John J. Cherian, Emmanuel J. Candès
Before deploying a black-box model in high-stakes problems, it is important to evaluate the model's performance on sensitive subpopulations. For example, in a recidivism prediction…
stat.ME2023★ 11 cited
Conformal Prediction With Conditional Guarantees
Isaac Gibbs, John J. Cherian, Emmanuel J. Candès
We consider the problem of constructing distribution-free prediction sets with finite-sample conditional guarantees. Prior work has shown that it is impossible to provide exact con…