Abstract: In this talk, I will talk about solving linear inverse problems via iterative regularization method. First, I will show the widely used ADMM/PADMM are iterative regularization methods. Then, I will discuss how to qualify the uncertainty in sparse estimation in high-dimensional linear inverse problems.