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Rui Ning

1 paper indexed

arxivquant-phcs.LG2026-07-13

Input-Aware Dynamic Backdoor Attack Against Quantum Neural Networks

Junrui Zhang, Zemin Chen, Lusi Li, Mohammad Ghasemigol, Daniel Takabi, Rui Ning

Quantum Neural Networks (QNNs) are a promising framework for quantum machine learning on near-term quantum devices, but their security risks remain insufficiently understood. Studies have shown that QNNs are vulnerable to backdoor attacks, yet existing quantum backdoors mostly re…

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