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Model extraction

Reconstruct a surrogate copy of a black-box model from its query responses.

Reconstruct a surrogate copy of the target model from its query responses. Import from dreadnode.airt. See Traditional ML Red Teaming for the workflow.

FactoryTechnique
knockoff_extractionSoft-label transfer-set extraction (Knockoff Nets)
copycat_extractionHard-label distillation (CopycatCNN)
activethief_extractionActive-learning query selection
distillation_extractionDistillation-based extraction
jacobian_extractionJacobian dataset augmentation (Papernot)
equation_solving_extractionLinear-model weight recovery (Tramer)