Joint Moment Estimation privately estimates first and second moments at the sensitivity of the first moment alone, giving unbiased second-moment estimates for free.
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Continual Release Moment Estimation with Differential Privacy
Joint Moment Estimation privately estimates first and second moments at the sensitivity of the first moment alone, giving unbiased second-moment estimates for free.