Theory-to-Practice Gap for Neural Networks and Neural Operators

Philipp Grohs, Samuel Lanthaler, Margaret Trautner

This work studies the sampling complexity of learning with ReLU neural networks and neural operators. For mappings belonging to relevant approximation spaces, we derive upper bound…