Optimization over Trained (and Sparse) Neural Networks: A Surrogate within a Surrogate

Hung Pham, Aiden Ren, Ibrahim Tahir +2

In constraint learning, we use a neural network as a surrogate for part of the constraints or of the objective function of an optimization model. However, the tractability of the r…