Vulnerability of quantum classification to adversarial perturbations
Vulnerability of quantum classification to adversarial perturbations
It is expected that the quantum advantage of certain classification problems, like quantum-enhanced machine learning algorithms, will become more pronounced as the Hilbert-space dimension grows, but care must be taken with perturbations on the system, as they lead to security breaches that can be explored by untrusted parties. Here it …