Assessing the Robustness of In-Switch Neural Networks Against Adversarial DDoS Attacks
Giulio Zingrillo, Emilio Paolini, Nicola Andriolli, Francesco Paolucci, Filippo Cugini, G. Contestabile, P. Castoldi, Lorenzo De Marinis · 2025
In data-plane deployment of DNNs allows for improved edge functionality and intrusion detection. We report on the increased resilience of in-switch LUT-distilled neural networks to whitebox and black-box adversarial attacks.