Class-wise Unlearning on CIFAR-10 Unlearn 1 Class v1 (10% unlearned)
55.93PG HIU
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| IUBackbone=ResNet182026.03 | 55.93 | 3.51 | 0 | 100 | 54.13 | 45.87 | 50.7 | 44.06 | 17.7 | |
| GABackbone=ResNet182026.03 | 18.48 | 0.99 | 5.8 | 94.2 | 5.64 | 94.36 | 6.42 | 88.34 | 8.9 | |
| MUNBaBackbone=ResNet182026.03 | 16.92 | 0.5 | 8.47 | 91.53 | 0.22 | 99.78 | 0.55 | 94.21 | 369.1 | |
| BEBackbone=ResNet182026.03 | 15.43 | 0.71 | 23.01 | 76.99 | 1.81 | 98.19 | 2.68 | 92.08 | 15.1 | |
| BSBackbone=ResNet182026.03 | 15.28 | 0.71 | 23.1 | 76.9 | 1.74 | 98.26 | 2.59 | 92.17 | 28.1 | |
| FTBackbone=ResNet182026.03 | 13.11 | 0.48 | 66.25 | 33.75 | 0.15 | 99.85 | 0.32 | 94.44 | 148.7 | |
| ℓ1-sparseBackbone=ResNet182026.03 | 13.03 | 0.46 | 60.26 | 39.74 | 0.22 | 99.78 | 0.55 | 94.21 | 148.8 | |
| SalUnBackbone=ResNet182026.03 | 9.76 | 0.32 | 0.9 | 99.1 | 0.06 | 99.94 | 0.14 | 94.9 | 137.8 | |
| SPM (Deletion)Backbone=ResNet18-SPM2026.03 | 8.62 | 0.27 | 0 | 100 | 0 | 99.98 | 0.52 | 94.9 | 1 | |
| DeletionBackbone=ResNet18-KNN2026.03 | 8.1 | 0.55 | 0 | 100 | 0.44 | 99.56 | 1.77 | 94.99 | 1 | |
| RetrainBackbone=ResNet182026.03 | 0 | 0 | 0 | 100 | 0 | 100 | 0 | 94.76 | 2,317.6 | |
| RetrainBackbone=ResNet18-KNN2026.03 | 0 | 0 | 0 | 100 | 0 | 100 | 0 | 93.22 | 2,317.6 | |
| RetrainBackbone=ResNet18-SPM2026.03 | 0 | 0 | 0 | 100 | 0 | 99.98 | 0 | 94.38 | 3,288.9 |