WEEP: A Differentiable Nonconvex Sparse Regularizer via Weakly-Convex Envelope

Takanobu Furuhashi, Hidekata Hontani, Qibin Zhao +1

Sparse regularization is fundamental in signal processing and feature extraction but often relies on non-differentiable penalties, conflicting with gradient-based optimizers. We pr…