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A single electromagnetic pulse can induce undetectable, persistent accuracy collapse in the Intel NCS2, even when the device is idle, revealing a critical vulnerability in edge AI inference.
Floating-point precision in embedded neural networks makes them shockingly vulnerable: a single electromagnetic fault injection can almost completely degrade accuracy, while integer representations offer significantly better resilience.