Membership Inference on WikiMIA 128 tokens 1.0
94.8ROC AUCAttenMIA (Transitional)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AttenMIA (Transitional)Target Model=Average2026.01 | 94.8 | 48.9 | |
| AttenMIA (Perturbed)Target Model=Average2026.01 | 93.4 | 45.4 | |
| RECALLTarget Model=Average2026.01 | 90 | 16.9 | |
| Min-K%++Target Model=Average2026.01 | 75.2 | 3.2 | |
| Min-K%Target Model=Average2026.01 | 71.2 | 4 | |
| ZlibTarget Model=Average2026.01 | 69.8 | 6.4 | |
| NeighborTarget Model=Average2026.01 | 68.7 | 0.6 | |
| RefTarget Model=Average2026.01 | 67.8 | 3.4 | |
| LossTarget Model=Average2026.01 | 67.5 | 3.4 | |
| PPLTarget Model=Average2026.01 | 62.6 | 2.5 | |
| PETALTarget Model=Average2026.01 | 58.7 | 2.2 |