Nageswara Rao Kuda

ST-HAE detects spatio-temporal anomalies in heterogeneous IoT networks under realistic class imbalance

Accuracy on IoTMal-2026, matching or exceeding Deep SVDD, Deep SAD, and Kitsune under an identical protocol is evaluated, finding the model’s bidirectional recurrent component does not reliably improve mean accuracy over a simpler, convolution-only alternative.