Robust One-Bit Recovery via ReLU Generative Networks: Near-Optimal Statistical Rate and Global Landscape Analysis

Shuang Qiu, Xiaohan Wei, Zhuoran Yang

We study the robust one-bit compressed sensing problem whose goal is to design an algorithm that faithfully recovers any sparse target vector ${\theta }_0\in {\mathbb{R}}^d$ \textit{uniformly…