When cheap gradients fail: the measurement cost of attacking quantum classifiers

Bacui Li, Chandra Thapa, Tansu Alpcan +1

The paper shows that shot noise from finite quantum measurements creates a natural defense against gradient-based adversarial attacks on variational quantum classifiers, requiring…