Membership Inference on WikiMIA 64 tokens 1.0
97.9ROC AUCAttenMIA (Transitional)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AttenMIA (Transitional)Target Model=Average2026.01 | 97.9 | 70.1 | |
| AttenMIA (Perturbed)Target Model=Average2026.01 | 97.7 | 70.6 | |
| RECALLTarget Model=Average2026.01 | 91.3 | 15.4 | |
| Min-K%++Target Model=Average2026.01 | 75.9 | 10.6 | |
| Min-K%Target Model=Average2026.01 | 67.6 | 7.3 | |
| ZlibTarget Model=Average2026.01 | 65.3 | 8.3 | |
| PPLTarget Model=Average2026.01 | 65.1 | 3 | |
| NeighborTarget Model=Average2026.01 | 64.4 | 0.6 | |
| RefTarget Model=Average2026.01 | 64.2 | 4.4 | |
| LossTarget Model=Average2026.01 | 63.8 | 4.4 | |
| PETALTarget Model=Average2026.01 | 60.3 | 2.5 |