Stability of Deep Neural Networks via discrete rough paths

Christian Bayer, Peter K. Friz, Nikolas Tapia

Using rough path techniques, we provide a priori estimates for the output of Deep Residual Neural Networks in terms of both the input data and the (trained) network weights. As tra…