Detecting Adversarial Evasion Attacks Against Autoencoder-Based Network Intrusion Detection Systems

Niklas Bunzel, Ashim Siwakoti

Evasion attacks deliberately manipulate input to an ML-based system to produce an incorrect prediction while the manipulated input still appears benign. The PANDA framework has dem…