On the statistical rate of nonlinear recovery in generative models with heavy-tailed data

Xiaohan Wei, Zhuoran Yang, Zhaoran Wang

Abstract: We consider estimating a high-dimensional vector from non-linear measurements where the unknown vector is represented by a generative model $G:\mathbb{R}^k\rightarrow\mathbb{R}^d$ with $k\ll d$. Su...