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Krishna Pillutla

Correlated Noise Mechanisms for Differentially Private Learning

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Jun 09, 2025
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An Inversion Theorem for Buffered Linear Toeplitz (BLT) Matrices and Applications to Streaming Differential Privacy

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Apr 30, 2025
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Fine-Tuning Large Language Models with User-Level Differential Privacy

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Jul 10, 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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Distributionally Robust Optimization with Bias and Variance Reduction

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Oct 21, 2023
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User Inference Attacks on Large Language Models

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Oct 13, 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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Towards Federated Foundation Models: Scalable Dataset Pipelines for Group-Structured Learning

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Jul 18, 2023
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Unleashing the Power of Randomization in Auditing Differentially Private ML

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May 29, 2023
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Modified Gauss-Newton Algorithms under Noise

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May 18, 2023
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