Controlled Learning of Pointwise Nonlinearities in Neural-Network-Like Architectures

Michael Unser, Alexis Goujon, Stanislas Ducotterd

We present a general variational framework for the training of freeform nonlinearities in layered computational architectures subject to some slope constraints. The regularization…