ReLU Networks as Surrogate Models in Mixed-Integer Linear Programs

Bjarne Grimstad, Henrik Andersson

We consider the embedding of piecewise-linear deep neural networks (ReLU networks) as surrogate models in mixed-integer linear programming (MILP) problems. A MILP formulation of Re…