Membership Inference on LIMR
0.81AUCSLaRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SLaRATraining Checkpoint=E22026.05 | 0.81 | 20 | |
| SLaRATraining Checkpoint=Init2026.05 | 0.8 | 46 | |
| PPLTraining Checkpoint=E12026.05 | 0.74 | 13 | |
| PPLTraining Checkpoint=E22026.05 | 0.74 | 17 | |
| PPLTraining Checkpoint=Init2026.05 | 0.73 | 13 | |
| SLaRATraining Checkpoint=E12026.05 | 0.72 | 23 | |
| CDDTraining Checkpoint=Init2026.05 | 0.64 | 0 | |
| Min-K%++Training Checkpoint=E22026.05 | 0.63 | 0 | |
| CDDTraining Checkpoint=E12026.05 | 0.61 | 0 | |
| Min-K%++Training Checkpoint=Init2026.05 | 0.6 | 7 | |
| CDDTraining Checkpoint=E22026.05 | 0.59 | 0 | |
| Min-K%++Training Checkpoint=E12026.05 | 0.58 | 7 | |
| RecallTraining Checkpoint=Init2026.05 | 0.54 | 7 | |
| SC + SLaRATraining Checkpoint=E22026.05 | 0.54 | 4 | |
| RecallTraining Checkpoint=E12026.05 | 0.47 | 3 | |
| RecallTraining Checkpoint=E22026.05 | 0.47 | 0 | |
| SC + SLaRATraining Checkpoint=Init2026.05 | 0.47 | 4 | |
| SCTraining Checkpoint=E22026.05 | 0.46 | 0 | |
| SC + SLaRATraining Checkpoint=E12026.05 | 0.46 | 4 | |
| SCTraining Checkpoint=Init2026.05 | 0.44 | 0 | |
| SCTraining Checkpoint=E12026.05 | 0.4 | 0 | |
| Min-K%Training Checkpoint=Init2026.05 | 0.26 | 3 | |
| Min-K%Training Checkpoint=E12026.05 | 0.26 | 0 | |
| Min-K%Training Checkpoint=E22026.05 | 0.26 | 0 |