Class Unlearning on CIFAR-10 (Epsilon-Dependent MIA/UA)
94.14Target Accuracy (TA)retrain
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| retrainMIA Strategy=Shadow-model-based2025.04 | 94.14 | 0 | 0 | 0 | 0 | 0 | 0 | |
| OriginalMIA Strategy=Shadow-model-based2025.04 | 94.13 | 100 | 97.96 | — | — | — | — | |
| SalUnMIA Strategy=Shadow-model-based2025.04 | 92.7 | 0 | 0 | 7.13 | 3.6 | 26.87 | 14.8 | |
| RLMIA Strategy=Shadow-model-based2025.04 | 92.19 | 0 | 0 | 5.82 | 2.4 | 26.64 | 13.5 | |
| FTMIA Strategy=Shadow-model-based2025.04 | 91.82 | 20.55 | 8.8 | 99.96 | 99.5 | 99.98 | 99.5 | |
| l1-sparseMIA Strategy=Shadow-model-based2025.04 | 90 | 0 | 0 | 98.3 | 87.1 | 99.9 | 97.8 | |
| IUMIA Strategy=Shadow-model-based2025.04 | 88.06 | 8.76 | 5.8 | 99.12 | 96.5 | 99.87 | 98.3 |