Membership Inference Attack on PubMed Central
0.814AUCSAMA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAMA2026.01 | 0.814 | 44.2 | 13.2 | 1.1 | |
| SAMAModel=Dream-v0-Base-7B2026.01 | 0.732 | 33.8 | 8.1 | 0.9 | |
| Ratio2026.01 | 0.555 | 12.8 | 1.8 | 0.3 | |
| CON-RecallModel=Dream-v0-Base-7B2026.01 | 0.518 | 11.7 | 1.2 | 0.1 | |
| RatioModel=Dream-v0-Base-7B2026.01 | 0.514 | 11.4 | 1.1 | 0.1 | |
| SecMI2026.01 | 0.51 | 10.9 | 0.9 | 0.8 | |
| NeighborModel=Dream-v0-Base-7B2026.01 | 0.507 | 9.7 | 1 | 0 | |
| Neighbor2026.01 | 0.506 | 9.1 | 1.1 | 0 | |
| LowercaseModel=Dream-v0-Base-7B2026.01 | 0.502 | 9.3 | 0.4 | 0 | |
| Lowercase2026.01 | 0.502 | 9.6 | 0.2 | 0 | |
| SecMIModel=Dream-v0-Base-7B2026.01 | 0.501 | 10.2 | 0.9 | 0 | |
| Min-K%2026.01 | 0.5 | 11.9 | 0.8 | 0.2 | |
| Loss2026.01 | 0.498 | 11.4 | 1.6 | 0.1 | |
| CON-Recall2026.01 | 0.498 | 11.9 | 0.9 | 0 | |
| Min-K%Model=Dream-v0-Base-7B2026.01 | 0.496 | 10.9 | 0.9 | 0.1 | |
| PIA2026.01 | 0.496 | 10.2 | 0.5 | 0 | |
| ReCall2026.01 | 0.495 | 8.8 | 0.7 | 0 | |
| Min-K%++2026.01 | 0.494 | 10.9 | 1.1 | 0 | |
| ReCallModel=Dream-v0-Base-7B2026.01 | 0.493 | 9 | 0.7 | 0 | |
| Min-K%++Model=Dream-v0-Base-7B2026.01 | 0.491 | 10.3 | 0.8 | 0 | |
| LossModel=Dream-v0-Base-7B2026.01 | 0.489 | 9.6 | 1 | 0.1 | |
| BoWsModel=Dream-v0-Base-7B2026.01 | 0.489 | 10 | 0.2 | 0 | |
| BoWs2026.01 | 0.489 | 10 | 0.2 | 0 | |
| PIAModel=Dream-v0-Base-7B2026.01 | 0.488 | 9.2 | 0.6 | 0 | |
| ZLIB2026.01 | 0.488 | 9.6 | 0.5 | 0.1 | |
| ZLIBModel=Dream-v0-Base-7B2026.01 | 0.481 | 8.8 | 0.6 | 0 |