Membership Inference Attack on MIMIR
55.5Wiki Success RateMin-k%++ w/ LPDR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Min-k%++ w/ LPDRreweighting=LPDR2026.01 | 55.5 | 50.8 | 52.4 | 50.3 | 70.1 | 55.8 | |
| Min-k% w/ LPDRreweighting=LPDR2026.01 | 54.2 | 51.2 | 51 | 49.5 | 71 | 55.4 | |
| Min-k%++2026.01 | 54 | 50.5 | 51.9 | 50.3 | 70.4 | 55.4 | |
| Loss w/ LPDRreweighting=LPDR2026.01 | 52.8 | 50.7 | 50.3 | 48.6 | 70.9 | 54.6 | |
| Zlib2026.01 | 52.7 | 50.4 | 50.4 | 48.1 | 71.9 | 54.7 | |
| Lowercase2026.01 | 52.2 | 49.3 | 51.1 | 48.9 | 71.1 | 54.5 | |
| Neighbor2026.01 | 51.9 | 50.1 | 49.2 | 47.4 | 69.3 | 53.6 | |
| Loss2026.01 | 51.9 | 50.3 | 50.3 | 48.5 | 70.8 | 54.4 | |
| Min-k%2026.01 | 51.8 | 50.7 | 50.9 | 49.2 | 70.9 | 54.7 |