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Elad Romanov

Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing

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Oct 02, 2024
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On the Noise Sensitivity of the Randomized SVD

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May 27, 2023
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Matrix Denoising with Partial Noise Statistics: Optimal Singular Value Shrinkage of Spiked F-Matrices

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Nov 02, 2022
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On the Role of Channel Capacity in Learning Gaussian Mixture Models

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Feb 15, 2022
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Spiked Covariance Estimation from Modulo-Reduced Measurements

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Oct 10, 2021
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On Compressed Sensing of Binary Signals for the Unsourced Random Access Channel

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May 11, 2021
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Multi-reference alignment in high dimensions: sample complexity and phase transition

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Jul 22, 2020
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