Two detectors achieve near-perfect accuracy detecting PANDA-style adversarial attacks on autoencoder NIDS using image-space error localization and packet-feature consistency checks on IoT traffic.
Hashemi, Greg Cusack, and Eric Keller
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Detecting Adversarial Evasion Attacks Against Autoencoder-Based Network Intrusion Detection Systems
Two detectors achieve near-perfect accuracy detecting PANDA-style adversarial attacks on autoencoder NIDS using image-space error localization and packet-feature consistency checks on IoT traffic.