A statistical perspective on algorithm unrolling models for inverse problems

Yves Atchade, Xinru Liu, Qiuyun Zhu

We consider inverse problems where the conditional distribution of the observation $\mathbf{y}$ given the latent variable of interest $\mathbf{x}$ (also known as the forward model) is kn…