Membership Inference Attack Defense on SST-2 (test)
89AccuracyHAMP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HAMPDefense=HAMP2025.05 | 89 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | |
| SELENADefense=SELENA2025.05 | 88.05 | 0.527 | 0.5276 | 0.5511 | 0.5234 | 0.5351 | 0.5409 | |
| NoneDefense=None2025.05 | 86.35 | 0.5162 | 0.5335 | 0.5571 | 0.5364 | 0.5558 | 0.5666 | |
| MemGuardDefense=MemGuard2025.05 | 86.35 | 0.5144 | 0.5335 | 0.5266 | 0.5364 | 0.5252 | 0.5311 | |
| DynaNoiseDefense=DynaNoise2025.05 | 86.12 | 0.5 | 0.5014 | 0.5 | 0.5023 | 0.5 | 0.5 | |
| RelaxLossDefense=RelaxLoss2025.05 | 83.94 | 0.5115 | 0.5125 | 0.5 | 0.5147 | 0.5 | 0.5 | |
| AdvRegDefense=AdvReg2025.05 | 70.92 | 0.5126 | 0.5037 | 0.5034 | 0.5154 | 0.5 | 0.5 |