Tag: promoting

Learning sparsity-promoting regularizers for linear inverse problems arXiv:2412.16031v1 Announce Type: new Abstract: This paper introduces a novel approach to learning sparsity-promoting regularizers for solving linear inverse problems. We develop a bilevel optimization framework to select an optimal synthesis operator, denoted as $B$, which regularizes the inverse problem while promoting sparsity in the solution. The method…