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.
| Factory | Technique |
|---|---|
knockoff_extraction | Soft-label transfer-set extraction (Knockoff Nets) |
copycat_extraction | Hard-label distillation (CopycatCNN) |
activethief_extraction | Active-learning query selection |
distillation_extraction | Distillation-based extraction |
jacobian_extraction | Jacobian dataset augmentation (Papernot) |
equation_solving_extraction | Linear-model weight recovery (Tramer) |