Robust-by-Design Classification via Unitary-Gradient Neural Networks

Fabio Brau, Giulio Rossolini, Alessandro Biondi +1

The use of neural networks in safety-critical systems requires safe and robust models, due to the existence of adversarial attacks. Knowing the minimal adversarial perturbation of…