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Vamsi Krishna Reddy

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Open access Aug 2026

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.

Vamsi Krishna Reddy, Nageswara Rao Kuda · 0 citations

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