Membership inference

Determine whether a specific record was in a black-box model's training set.

Determine whether a specific record was in the target model’s training set. Import from dreadnode.airt. See Traditional ML Red Teaming for the workflow.

Factory	Technique
`threshold_membership`	Confidence / entropy / loss threshold (Yeom)
`entropy_membership`	Prediction-entropy signal
`loss_membership`	Per-example loss signal
`label_only_membership`	Label-only inference (Choquette-Choo)
`shadow_model_membership`	Shadow-model attack
`lira_membership`	Likelihood-ratio attack (LiRA)