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Chandra Thapa

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Preprint Jul 2026

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

It is shown that finite quantum measurement statistics (shot noise) act as a built-in defense against gradient-based test-time attacks whose cost scales unfavorably for the attacker.

Bacui Li, Chandra Thapa, Tansu Alpcan et al. · 0 citations