Membership Inference on Pile CC Pythia (train)
7.4TPR@1%FPRAttenMIA (Perturbed)
Evaluation results
| Method | Links | |
|---|---|---|
| AttenMIA (Perturbed)Model Size=2.8b2026.01 | 7.4 | |
| zlib attackModel Size=6.9b2026.01 | 6.4 | |
| AttenMIA (Perturbed)Model Size=6.9b2026.01 | 6.3 | |
| PPL attackModel Size=6.9b2026.01 | 5.6 | |
| zlib attackModel Size=2.8b2026.01 | 5.6 | |
| neighborhood attackModel Size=6.9b2026.01 | 5.2 | |
| AttenMIA (Transitional)Model Size=2.8b2026.01 | 5 | |
| AttenMIA (Transitional)Model Size=6.9b2026.01 | 5 | |
| RECALLModel Size=6.9b2026.01 | 4.9 | |
| PPL attackModel Size=2.8b2026.01 | 4.4 | |
| zlib attackModel Size=1.4b2026.01 | 4.4 | |
| MIN-K% PROBModel Size=6.9b2026.01 | 4.4 | |
| AttenMIA (Transitional)Model Size=1.4b2026.01 | 4.2 | |
| PPL attackModel Size=1.4b2026.01 | 4 | |
| RECALLModel Size=2.8b2026.01 | 4 | |
| AttenMIA (Perturbed)Model Size=1.4b2026.01 | 3.7 | |
| MIN-K% PROBModel Size=1.4b2026.01 | 3.6 | |
| reference attackModel Size=1.4b2026.01 | 3.2 | |
| reference attackModel Size=6.9b2026.01 | 3.2 | |
| neighborhood attackModel Size=1.4b2026.01 | 3.2 | |
| neighborhood attackModel Size=2.8b2026.01 | 3.2 | |
| RECALLModel Size=1.4b2026.01 | 2.9 | |
| reference attackModel Size=2.8b2026.01 | 2.8 | |
| MIN-K% PROBModel Size=2.8b2026.01 | 2.8 |