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adversarial machine learning 1backdoor attacks 1dynamic triggers 1quantum neural networks 1quantum security 1

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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…