Class-wise Unlearning on CIFAR-10 Unlearn 5 Classes v1 (50% unlearned)
75.71Privacy Guarantee (H)IU
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| IUBackbone=ResNet182026.03 | 75.71 | 424.85 | 0 | 100 | 79.97 | 20.03 | 76.04 | 20.02 | 16.8 | |
| BEBackbone=ResNet182026.03 | 46 | 2.11 | 64.21 | 35.79 | 0.4 | 99.6 | 0.17 | 95.89 | 81.6 | |
| BSBackbone=ResNet182026.03 | 44.01 | 1.95 | 62.25 | 38.75 | 0.4 | 99.6 | 0.04 | 96.02 | 159.7 | |
| GABackbone=ResNet182026.03 | 32.62 | 2.86 | 0 | 100 | 15.51 | 84.49 | 14.23 | 81.77 | 41.3 | |
| MUNBaBackbone=ResNet182026.03 | 29.38 | 1.46 | 0 | 91.53 | 0.22 | 99.78 | 1.85 | 94.21 | 369.1 | |
| FTBackbone=ResNet182026.03 | 26.21 | 0.72 | 34.76 | 65.24 | 0.06 | 99.94 | 0.59 | 96.65 | 81.8 | |
| ℓ1-sparseBackbone=ResNet182026.03 | 26.12 | 0.72 | 34.94 | 65.3 | 0.06 | 99.94 | 0.59 | 96.65 | 82.8 | |
| SalUnBackbone=ResNet182026.03 | 25.84 | 0.74 | 1.98 | 98.02 | 0.03 | 99.97 | 0.82 | 96.88 | 142.9 | |
| SPM (Deletion)Backbone=ResNet18-SPM2026.03 | 21.2 | 0.52 | 0 | 100 | 0.01 | 99.98 | 1.23 | 96.96 | 1 | |
| DeletionBackbone=ResNet18-KNN2026.03 | 17.81 | 0.67 | 0 | 100 | 0.13 | 99.72 | 0.88 | 96.95 | 1 | |
| RetrainBackbone=ResNet182026.03 | 0 | 0 | 0 | 100 | 0 | 100 | 0 | 96.06 | 1,284.9 | |
| RetrainBackbone=ResNet18-KNN2026.03 | 0 | 0 | 0 | 100 | 0 | 99.59 | 0 | 96.07 | 1,284.9 | |
| RetrainBackbone=ResNet18-SPM2026.03 | 0 | 0 | 0 | 100 | 0 | 99.99 | 0 | 95.73 | 1,841.6 |