4 problems

Let $\hat{f}^{(aug)}$ and $\hat{f}^{(adv)}$ denote the augmented and adversarial estimators, respectively, and let the coefficients of the $k$-th order expansion of the kernel feat…

Suppose that the data are sampled from a sub-Gaussian distribution. Let the asymptotic formulas referred to in the source be those describing adversarial training in Theorem 1 and…

Let $\delta$ be the sampling ratio, let $\varepsilon\geq 0$, and let $(\ell_q,\varepsilon)$-separability mean that there exists $\bm{\theta}\in\mathbb{R}^n$ satisfying … Consider t…

Robust separability threshold conjecture. There is a threshold $\delta_{\psi,\varepsilon,\Pi}$, depending on $\varepsilon$, the link function $\psi$, and the probability distributi…