Membership Inference Attack on Wikipedia (TPR vs FPR evaluation)
1,170TPR @ 1% FPRLikelihood Ratio Attack (Oracle Reference Model*)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Likelihood Ratio Attack (Oracle Reference Model*)Attack Category=Likelihood Ratio Attack, Reference Source=Oracle2023.05 | 1,170 | 370 | 12 | |
| Neighbour AttackAttack Category=Reference-Free Attack2023.05 | 232 | 27 | 10 | |
| Likelihood Ratio Attack (Base Reference Model)Attack Category=Likelihood Ratio Attack, Reference Source=Base Reference Model2023.05 | 121 | 12 | 1 | |
| LOSS AttackAttack Category=Reference-Free Attack2023.05 | 106 | 11 | 1 |