Sparsifying Parametric Models with L0 Regularization

Code

• github.com/nicob15/sparsifying-parametric-models-with-l0
  OfficialIn paperpytorch★ 5
• github.com/nicob15/parametric-pde-control-with-drl-and-differentiable-l0-sparse-polynomial-policies
  pytorch★ 3

Abstract

This document contains an educational introduction to the problem of sparsifying parametric models with L0 regularization. We utilize this approach together with dictionary learning to learn sparse polynomial policies for deep reinforcement learning to control parametric partial differential equations. The code and a tutorial are provided here: https://github.com/nicob15/Sparsifying-Parametric-Models-with-L0.

Tasks

Reproductions