Quantum Adversarial Learning for Kernel Methods

Giuseppe Montalbano, Leonardo Banchi

We show that hybrid quantum classifiers based on quantum kernel methods and support vector machines are vulnerable against adversarial attacks, namely small engineered perturbation…