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TVLA misses subtle side-channel leakage in neural networks, but a new statistical test closes the gap.
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.