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cs.SD 1

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2026 1

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A Neuromorphic Trigger for Efficient Audio Event Detection

cs.SD · 2026-06-16 · unverdicted · novelty 4.0

A lightweight fully connected spiking neural network trigger with close-open postprocessing achieves 0.97 F1 on class-agnostic anomalous sound detection and enables 42.6x FLOPs reduction with improved error rate on sound event detection.

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  • A Neuromorphic Trigger for Efficient Audio Event Detection cs.SD · 2026-06-16 · unverdicted · none · ref 22

    A lightweight fully connected spiking neural network trigger with close-open postprocessing achieves 0.97 F1 on class-agnostic anomalous sound detection and enables 42.6x FLOPs reduction with improved error rate on sound event detection.