Implementation · EZKL

Quantization can activate a backdoor dormant in the full-precision model

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SignificantDemonstrated attackOpen

EZKL quantizes values to represent them in a finite field. Trail of Bits built a ResNet-18 whose backdoor is dormant at full precision and active after EZKL's quantization. Larger models and smaller quantization scales make the attack easier. Whether the backdoor persists through the witness and proof stages was left for further investigation. The fix was documentation of the risk 3.

Sources: [3]

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