Author

Austin Watkins

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#machine learning Preprint Oct 2026

Differential Privacy of Gradient Descent on Perturbed Objectives

Objective perturbation adds a random linear term to a regularized empirical risk and releases the exact perturbed minimizer. We study the finite computation obtained by releasing the $N$-th iterate of deterministic gradient descent on $w\mapsto F(w;S)+\langle z,w\rangle$, where $z\sim\mathcal N(0,\sigma^2I_d)$ is drawn...

Austin Watkins, Raman Arora · 0 citations