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06/26/2023
About the Cost of Global Privacy in Density Estimation
We study non-parametric density estimation for densities in Lipschitz an...
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04/20/2023
Sparsity in neural networks can improve their privacy
This article measures how sparsity can make neural networks more robust ...
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04/11/2023
Sparsity in neural networks can increase their privacy
This article measures how sparsity can make neural networks more robust ...
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02/14/2023
Private Statistical Estimation of Many Quantiles
This work studies the estimation of many statistical quantiles under dif...
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10/05/2022
On the Statistical Complexity of Estimation and Testing under Privacy Constraints
Producing statistics that respect the privacy of the samples while still...
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02/15/2022