Membership Inference on Eurus
0.79AUCSC + SLaRA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SC + SLaRATraining Checkpoint=E22026.05 | 0.79 | 38 | |
| SCTraining Checkpoint=E22026.05 | 0.78 | 30 | |
| SC + SLaRATraining Checkpoint=Init2026.05 | 0.73 | 31 | |
| SCTraining Checkpoint=Init2026.05 | 0.7 | 27 | |
| SLaRATraining Checkpoint=E22026.05 | 0.7 | 15 | |
| PPLTraining Checkpoint=E12026.05 | 0.69 | 23 | |
| PPLTraining Checkpoint=Init2026.05 | 0.68 | 23 | |
| SLaRATraining Checkpoint=E12026.05 | 0.68 | 19 | |
| PPLTraining Checkpoint=E22026.05 | 0.67 | 17 | |
| SC + SLaRATraining Checkpoint=E12026.05 | 0.65 | 35 | |
| SLaRATraining Checkpoint=Init2026.05 | 0.63 | 19 | |
| RecallTraining Checkpoint=Init2026.05 | 0.59 | 7 | |
| SCTraining Checkpoint=E12026.05 | 0.58 | 7 | |
| RecallTraining Checkpoint=E12026.05 | 0.56 | 13 | |
| RecallTraining Checkpoint=E22026.05 | 0.52 | 0 | |
| CDDTraining Checkpoint=Init2026.05 | 0.38 | 0 | |
| CDDTraining Checkpoint=E12026.05 | 0.38 | 0 | |
| CDDTraining Checkpoint=E22026.05 | 0.38 | 0 | |
| Min-K%Training Checkpoint=E22026.05 | 0.33 | 7 | |
| Min-K%Training Checkpoint=Init2026.05 | 0.32 | 7 | |
| Min-K%Training Checkpoint=E12026.05 | 0.31 | 7 | |
| Min-K%++Training Checkpoint=Init2026.05 | 0.29 | 3 | |
| Min-K%++Training Checkpoint=E12026.05 | 0.26 | 3 | |
| Min-K%++Training Checkpoint=E22026.05 | 0.2 | 3 |