A random-dropping mechanism tunes hyperparameters under ex-post DP with about a 2x privacy blowup for the winning candidate, and extends to Rényi DP.
URL https://github.com/pytorch/examples/tree/e9a4e7510c89613a2fe75312fba1fb8c14b3b376/mnist
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Private Hyperparameter Tuning with Ex-Post Guarantee
A random-dropping mechanism tunes hyperparameters under ex-post DP with about a 2x privacy blowup for the winning candidate, and extends to Rényi DP.