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Thomas Steinke

The Last Iterate Advantage: Empirical Auditing and Principled Heuristic Analysis of Differentially Private SGD

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Oct 10, 2024
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Private Geometric Median

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Jun 11, 2024
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Avoiding Pitfalls for Privacy Accounting of Subsampled Mechanisms under Composition

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May 27, 2024
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Efficient and Near-Optimal Noise Generation for Streaming Differential Privacy

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Apr 26, 2024
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Privacy Amplification for Matrix Mechanisms

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Oct 24, 2023
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Correlated Noise Provably Beats Independent Noise for Differentially Private Learning

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Oct 10, 2023
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Differentially Private Medians and Interior Points for Non-Pathological Data

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May 22, 2023
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Faster Differentially Private Convex Optimization via Second-Order Methods

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May 22, 2023
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Privacy Auditing with One (1) Training Run

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May 15, 2023
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Why Is Public Pretraining Necessary for Private Model Training?

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Feb 19, 2023
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