Membership Inference on PubMed Pythia (train)
67.3TPR@1%FPRAttenMIA (Perturbed)
Evaluation Results
| Method | Links | |
|---|---|---|
| AttenMIA (Perturbed)Model Size=2.8b2026.01 | 67.3 | |
| AttenMIA (Perturbed)Model Size=6.9b2026.01 | 63.7 | |
| AttenMIA (Perturbed)Model Size=1.4b2026.01 | 42.8 | |
| AttenMIA (Transitional)Model Size=1.4b2026.01 | 31.6 | |
| AttenMIA (Transitional)Model Size=2.8b2026.01 | 25.9 | |
| AttenMIA (Transitional)Model Size=6.9b2026.01 | 24.8 | |
| RECALLModel Size=6.9b2026.01 | 24.4 | |
| RECALLModel Size=2.8b2026.01 | 19.4 | |
| RECALLModel Size=1.4b2026.01 | 13.8 | |
| PPL attackModel Size=1.4b2026.01 | 4.8 | |
| PPL attackModel Size=2.8b2026.01 | 4.8 | |
| PPL attackModel Size=6.9b2026.01 | 2 |