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20182026
most citedOn the Opportunities and Risks of Foundation Models

2.3k citations · 2.4k across the 11 of their papers we have counts for

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stat.ML2023★ 3 cited

A Fast Algorithm for Adaptive Private Mean Estimation

John Duchi, Saminul Haque, Rohith Kuditipudi

We design an -differentially private algorithm to estimate the mean of a -variate distribution, with unknown covariance , that is adaptive to . To within…

stat.ML2022

Memorize to Generalize: on the Necessity of Interpolation in High Dimensional Linear Regression

Chen Cheng, John Duchi, Rohith Kuditipudi

We examine the necessity of interpolation in overparameterized models, that is, when achieving optimal predictive risk in machine learning problems requires (nearly) interpolating…