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20202026
most citedWhen is Memorization of Irrelevant Training Data Necessary for High-Accuracy Learning?

35 citations · 63 across the 10 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.LG2023

Metalearning with Very Few Samples Per Task

Maryam Aliakbarpour, Konstantina Bairaktari, Gavin Brown +3

Metalearning and multitask learning are two frameworks for solving a group of related learning tasks more efficiently than we could hope to solve each of the individual tasks on th…

cs.LG2023★ 3 cited

Fast, Sample-Efficient, Affine-Invariant Private Mean and Covariance Estimation for Subgaussian Distributions

Gavin Brown, Samuel B. Hopkins, Adam Smith

We present a fast, differentially private algorithm for high-dimensional covariance-aware mean estimation with nearly optimal sample complexity. Only exponential-time estimators we…