A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models

no code implementations • 24 Apr 2024 • Maximilian Wendlinger, Kilian Tscharke, Pascal Debus

While adversarial attacks successfully transfer across this boundary in both directions, we also show that regularization helps quantum networks to be more robust, which has direct impact on Lipschitz bounds and transfer attacks.

Adversarial Robustness Quantum Machine Learning