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stat.ML2021★ 4 cited
Private Robust Estimation by Stabilizing Convex Relaxations
Pravesh K. Kothari, Pasin Manurangsi, Ameya Velingker
We give the first polynomial time and sample -differentially private (DP) algorithm to estimate the mean, covariance and higher moments in the presence of a constant fracti…
cs.CC2021
Linear Space Streaming Lower Bounds for Approximating CSPs
Chi-Ning Chou, Alexander Golovnev, Madhu Sudan +2
We consider the approximability of constraint satisfaction problems in the streaming setting. For every constraint satisfaction problem (CSP) on variables taking values in $\{0…