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12/02/2022
Integer Subspace Differential Privacy
We propose new differential privacy solutions for when external invarian...
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08/05/2022
A Tight Analysis of Hutchinson's Diagonal Estimator
Let 𝐀∈ℝ^n× n be a matrix with diagonal diag(𝐀) and let 𝐀̅ be 𝐀 with its ...
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10/26/2021
Dynamic Trace Estimation
We study a dynamic version of the implicit trace estimation problem. Giv...
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04/27/2021
An Energy-Based View of Graph Neural Networks
Graph neural networks are a popular variant of neural networks that work...
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06/22/2020