Universal Approximation Theorem and error bounds for quantum neural networks and quantum reservoirs

Lukas Gonon, Antoine Jacquier

Universal approximation theorems are the foundations of classical neural networks, providing theoretical guarantees that the latter are able to approximate maps of interest. Recent…