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.
| Factory | Technique |
|---|---|
hopskipjump_evasion | Decision-based boundary attack (label-only) |
boundary_evasion | Decision boundary attack |
simba_evasion | Simple black-box perturbation |
square_evasion | Query-efficient random-search perturbation |
zoo_evasion | Zeroth-order gradient estimation |
textfooler_evasion | Word-importance synonym substitution (text) |
pwws_evasion | Probability-weighted word saliency (text) |
bae_evasion | BERT-based adversarial examples (text) |
deepwordbug_evasion | Character-level perturbation (text) |
textbugger_evasion | Combined word and character perturbation (text) |
text_evasion | Generic text evasion |