QShield: Securing Neural Networks Against Adversarial Attacks using Quantum Circuits

Navid Azimi, Aditya Prakash, Yao Wang +1

Deep neural networks remain highly vulnerable to adversarial perturbations, limiting their reliability in security- and safety-critical applications. To address this challenge, we…