Uncertainty propagation through trained multi-layer perceptrons: Exact analytical results

Andrew Thompson, Miles McCrory

We give analytical results for propagation of uncertainty through trained multi-layer perceptrons (MLPs) with a single hidden layer and ReLU activation functions. More precisely, w…