Po-Ling Loh

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20242026

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math.ST2024

On Differentially Private U Statistics

Kamalika Chaudhuri, Po-Ling Loh, Shourya Pandey +1

We consider the problem of privately estimating a parameter $E [h (X_{1}, \dots, X_{k})]$ , where $X_{1}$ , $X_{2}$ , $\dots$ , $X_{k}$ are i.i.d. data from some distribution and $h$ is a p…

cs.CR2024

Differentially Private Synthetic Data with Private Density Estimation

Nikolija Bojkovic, Po-Ling Loh

The need to analyze sensitive data, such as medical records or financial data, has created a critical research challenge in recent years. In this paper, we adopt the framework of d…