53 citations · 54 across the 4 of their papers we have counts for
4 papers
Controlling the false discovery rate under a non-parametric graphical dependence model
Drew T. Nguyen, William Fithian
We propose sufficient conditions and computationally efficient procedures for false discovery rate control in multiple testing when the -values are related by a known \emph{depe…
Forecasting Rare Language Model Behaviors
Erik Jones, Meg Tong, Jesse Mu +7
Standard language model evaluations can fail to capture risks that emerge only at deployment scale. For example, a model may produce safe responses during a small-scale beta test,…
Gaussian Rank Verification
Jeremy Goldwasser, Will Fithian, Giles Hooker
Statistical experiments often seek to identify random variables with the largest population means. This inferential task, known as rank verification, has been well-studied on Gauss…
Effective Degrees of Freedom: A Flawed Metaphor
Lucas Janson, William Fithian, Trevor Hastie
To most applied statisticians, a fitting procedure's degrees of freedom is synonymous with its model complexity, or its capacity for overfitting to data. In particular, it is often…