2023
Gradient-Informed Neural Network Statistical Robustness Estimation
AISTATS 2023poster
Deep neural networks are robust against random corruptions of the inputs to some extent. This global sense of safety is not sufficient in critical applications where probabilities of failure must be assessed with accuracy. Some previous works applied known statistical methods from the field of rare…