Quantum adversarial machine learning
Sirui Lu, Lu-Ming Duan, Dong-Ling Deng · Physical Review Research · 2020
This work uncovers the vulnerability aspect for quantum machine learning, by showing that quantum classifiers are vulnerable to adversarial perturbations. The authors give generic recipes on how to generate adversarial perturbations and mitigate the vulnerability problem in various adversarial scenarios.