Approximation speed of quantized vs. unquantized ReLU neural networks and beyond

Antoine Gonon, Nicolas Brisebarre, Rémi Gribonval +1

We deal with two complementary questions about approximation properties of ReLU networks. First, we study how the uniform quantization of ReLU networks with real-valued weights imp…