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Evasion

Perturb an input with query access only until a black-box classifier misclassifies it.

Perturb an input with query access only until the classifier misclassifies it. Import from dreadnode.airt and point at a classifier’s predict endpoint. See Traditional ML Red Teaming for the workflow.

FactoryTechnique
hopskipjump_evasionDecision-based boundary attack (label-only)
boundary_evasionDecision boundary attack
simba_evasionSimple black-box perturbation
square_evasionQuery-efficient random-search perturbation
zoo_evasionZeroth-order gradient estimation
textfooler_evasionWord-importance synonym substitution (text)
pwws_evasionProbability-weighted word saliency (text)
bae_evasionBERT-based adversarial examples (text)
deepwordbug_evasionCharacter-level perturbation (text)
textbugger_evasionCombined word and character perturbation (text)
text_evasionGeneric text evasion