Devi Rajeev

DA-DCC-IDS: Trustworthy Open-Set IoT Intrusion Detection Under Temporal and Device Uncertainty

Internet of Things (IoT) intrusion detection on a gateway has to handle three coupled risks: heterogeneous device traffic distributions, unknown attack families arriving at inference time, and softmax confidence that does not separate correct predictions from confident errors on novel traffic. We present DA-DCC-IDS, a...