Machine Unlearning on CIFAR-10 Random Forget (50%)
100Unlearn AccGA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GABackbone=ResNet-18, Access to DR=true2025.12 | 100 | 100 | 94.65 | 63.39 | 4.62 | |
| RLAccess to=Only DF2025.12 | 100 | 100 | 94.57 | 61.99 | 4.29 | |
| GAAccess to=Only DF2025.12 | 100 | 100 | 92.65 | 63.41 | 5.13 | |
| BSAccess to=Only DF2025.12 | 100 | 100 | 94.58 | 62.43 | 4.4 | |
| SalUnAccess to=Only DF2025.12 | 100 | 100 | 94.59 | 62.45 | 4.4 | |
| l1-SparseBackbone=ResNet-18, Access to DR=true2025.12 | 98 | 98.71 | 92.79 | 54.44 | 2.67 | |
| SalUnBackbone=ResNet-18, Access to DR=true2025.12 | 96.68 | 99.89 | 91.97 | 50.86 | 1.36 | |
| RLBackbone=ResNet-18, Access to DR=true2025.12 | 94.83 | 99.79 | 90.08 | 50.78 | 1.38 | |
| FTBackbone=ResNet-18, Access to DR=true2025.12 | 94.24 | 95.82 | 91.21 | 51.74 | 2.17 | |
| Amun+SalUnBackbone=ResNet-18, Access to DR=true2025.12 | 93.56 | 99.72 | 92.52 | 49.81 | 0.36 | |
| AMUNBackbone=ResNet-18, Access to DR=true2025.12 | 93.5 | 99.71 | 92.39 | 49.99 | 0.33 | |
| AMUNAccess to=Only DF2025.12 | 92.77 | 95.66 | 89.43 | 52.6 | 2.51 | |
| RetrainBackbone=ResNet-18, Access to DR=true2025.12 | 92.09 | 100 | 91.85 | 50.01 | 0 | |
| RetrainAccess to=Only DF2025.12 | 92.09 | 100 | 91.85 | 50.01 | 0 | |
| AMUN+SalUnAccess to=Only DF2025.12 | 91.9 | 96.59 | 89.98 | 52.32 | 2 | |
| GABackbone=ResNet-182026.05 | 55.82 | 44.28 | 42.19 | 36.42 | 49.19 | |
| BSBackbone=ResNet-18, Access to DR=true2025.12 | 55.24 | 55.67 | 50.16 | 55.19 | 32.01 | |
| l1-sparseBackbone=ResNet-182026.05 | 45.12 | 54.96 | 52.32 | 42.01 | 39.4 | |
| RLBackbone=ResNet-182026.05 | 28.29 | 72.15 | 68.53 | 15 | 24.97 | |
| IUBackbone=ResNet-182026.05 | 20.49 | 79.75 | 74.97 | 19.81 | 19.15 | |
| RetrainBackbone=ResNet-182026.05 | 19.54 | 100 | 79.74 | 20.09 | 0 | |
| UniDist-RAUL-UPGradBackbone=ResNet-18, Gradient Aggregator=UPGrad2026.05 | 11.23 | 90.63 | 84.78 | 17.23 | 6.75 | |
| SalUnBackbone=ResNet-182026.05 | 10.36 | 89.92 | 84.84 | 10.99 | 15.32 | |
| HeldDist-RAUL-LSBackbone=ResNet-18, Gradient Aggregator=LS2026.05 | 3.92 | 98.21 | 90.72 | 10.37 | 9.52 | |
| FTBackbone=ResNet-182026.05 | 3.89 | 97.77 | 91.71 | 6.87 | 10.77 | |
| HeldDist-RAUL-UPGradBackbone=ResNet-18, Gradient Aggregator=UPGrad2026.05 | 1.97 | 98.89 | 92.12 | 14.41 | 9.22 | |
| UniDist-RAUL-LSBackbone=ResNet-18, Gradient Aggregator=LS2026.05 | 1.59 | 99.05 | 92.49 | 8.93 | 10.7 |