IoT devices can be identified with up to 99% accuracy in the first few seconds of network attachment using only passive flow-level metadata features across 37 devices.
Information exposure from consumer IoT devices: A multidimensional, network-informed measurement approach,
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Early-Stage IoT Device Identification Using Passive Network Traffic Analysis
IoT devices can be identified with up to 99% accuracy in the first few seconds of network attachment using only passive flow-level metadata features across 37 devices.