Membership Inference Defense Evaluation on SST-2
-0.1507MIDPUT_confAdvReg
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AdvRegDefense=AdvReg2025.05 | -0.1507 | -0.1245 | -0.1006 | -0.1333 | -0.0985 | -0.0877 | -0.1159 | |
| RelaxLossDefense=RelaxLoss2025.05 | -0.0193 | -0.0031 | 0.0332 | -0.0023 | 0.0317 | 0.0425 | 0.0138 | |
| MemGuardDefense=MemGuard2025.05 | 0.0019 | 0 | 0.0305 | 0 | 0.0306 | 0.0354 | 0.0164 | |
| SELENADefense=SELENA2025.05 | 0.0097 | 0.0264 | 0.0265 | 0.0335 | 0.0412 | 0.0462 | 0.0306 | |
| DynaNoiseDefense=DynaNoise2025.05 | 0.0139 | 0.0298 | 0.0548 | 0.0318 | 0.0535 | 0.0643 | 0.0414 | |
| HAMPDefense=HAMP2025.05 | 0.0427 | 0.06 | 0.0836 | 0.0629 | 0.0823 | 0.0931 | 0.0708 |