backdoor attacks 2quantum neural networks 2adversarial machine learning 1dynamic triggers 1harmonic triggers 1parameterized quantum circuits 1quantum security 1security 1
From the 2 of 2 linked papers with an AI index.
2 papers
quant-ph2026
HarmQ: Harmonic Backdoor Attacks Against Quantum Neural Networks
Junrui Zhang, Zemin Chen, Chunsheng Xin +2
The paper proposes HarmQ, a backdoor attack for quantum neural networks that embeds low‑frequency sinusoidal (harmonic) triggers compatible with the Fourier bias of parameterized q…
quant-ph2026
Input-Aware Dynamic Backdoor Attack Against Quantum Neural Networks
Junrui Zhang, Zemin Chen, Lusi Li +3
The paper introduces Q-DIBA, an input‑aware dynamic backdoor attack for quantum neural networks that jointly trains a classical trigger generator with the QNN and uses an ensemble…