Hardware-verified SNN-equivalent intrusion detection system (IDS) on STM32N6 Neural-ART NPU. INT8 quantized MLP achieving 0.4561ms inference at 800MHz. First publicly documented IDS on a commodity MCU NPU with T=1 SNN-ANN equivalence validation.
cybersecurity iot-security network-security intrusion-detection-system nsl-kdd neuromorphic-computing onnx embedded-ai edge-ai spiking-neural-network ann-snn-conversion tinyml post-training-quantization int8-quantization cortex-m55 real-time-inference stm32n6 qcfs neural-art-npu mcu-npu
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Updated
Apr 15, 2026 - Python