Expressive Monotonic Neural Networks

Ouail Kitouni, Niklas Nolte, Michael Williams

The monotonic dependence of the outputs of a neural network on some of its inputs is a crucial inductive bias in many scenarios where domain knowledge dictates such behavior. This…