Pinet: Optimizing hard-constrained neural networks with orthogonal projection layers

Panagiotis D. Grontas, Antonio Terpin, Efe C. Balta +2

We introduce an output layer for neural networks that ensures satisfaction of convex constraints. Our approach, $\Pi$net, leverages operator splitting for rapid and reliable projecti…