937 citations · 3.8k across the 80 of their papers we have counts for
Showing 2023 · stat.MLShow all
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stat.ML2023★ 9 cited
PPI++: Efficient Prediction-Powered Inference
Anastasios N. Angelopoulos, John C. Duchi, Tijana Zrnic
We present PPI++: a computationally lightweight methodology for estimation and inference based on a small labeled dataset and a typically much larger dataset of machine-learning pr…
stat.ML2023★ 1 cited
Collaboratively Learning Linear Models with Structured Missing Data
Chen Cheng, Gary Cheng, John Duchi
We study the problem of collaboratively learning least squares estimates for agents. Each agent observes a different subset of the features$\unicode{x2013}$e.g., containing dat…
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…