Two Steps Minimization Algorithm:

Set lr,s=0

Repeat

1. Compute f as the minimizer of

, keeping l fixed

2. Compute l as the minimizer of

, keeping f fixed

Until convergence

This algorithm guarantees convergence to a local minimal.

ARC-Regularization