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adversarial attacks 1gradient estimation 1measurement cost 1quantum classifiers 1shot noise 1

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1 paper

quant-ph2026

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…