Machine Unlearning on CIFAR-10 30% random data forgetting
0Average GapRetraining
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RetrainingBackbone=ResNet2026.04 | 0 | 99.2 | 91.9 | 92.1 | 77.8 | — | — | — | — | — | — | — | — | — | |
| RetrainingBackbone=ViT2026.04 | 0 | — | — | — | — | 83 | — | — | — | — | — | — | — | — | |
| RetrainingBackbone=ViT2026.04 | 0 | — | — | — | 77.9 | — | — | — | — | — | — | — | — | — | |
| IEU w/GA+NoisyBackbone=ViT2026.04 | 0.003 | — | — | — | — | 82.7 | — | — | — | — | — | — | — | — | |
| IEU w/NoisyBackbone=ViT2026.04 | 0.004 | — | — | — | — | 82.6 | — | — | — | — | — | — | — | — | |
| IEU w/NoisyBackbone=ResNet2026.04 | 0.007 | 97.9 | 92.6 | 91.6 | 78.1 | — | — | — | — | — | — | — | — | — | |
| IEU w/GA+NoisyBackbone=ResNet2026.04 | 0.008 | 98.2 | 93.1 | 91.7 | 78.3 | — | — | — | — | — | — | — | — | — | |
| RLBackbone=ResNet2026.04 | 0.013 | 97.5 | 90.4 | 90.2 | 77.8 | — | — | — | — | — | — | — | — | — | |
| IEU w/GABackbone=ViT2026.04 | 0.013 | — | — | — | — | 84.4 | — | — | — | — | — | — | — | — | |
| RLBackbone=ViT2026.04 | 0.014 | — | — | — | 77.9 | — | — | — | — | — | — | — | — | — | |
| FTBackbone=ViT2026.04 | 0.017 | — | — | — | — | 84.7 | — | — | — | — | — | — | — | — | |
| IEU w/GA+NoisyBackbone=ViT2026.04 | 0.017 | — | — | — | 78.9 | — | — | — | — | — | — | — | — | — | |
| IEU w/NoisyBackbone=ViT2026.04 | 0.018 | — | — | — | 79.6 | — | — | — | — | — | — | — | — | — | |
| FTBackbone=ResNet2026.04 | 0.02 | 98.5 | 98.1 | 93 | 78.2 | — | — | — | — | — | — | — | — | — | |
| IEU w/GABackbone=ResNet2026.04 | 0.021 | 99.3 | 95.2 | 92.4 | 82.3 | — | — | — | — | — | — | — | — | — | |
| SCRUBBackbone=ViT2026.04 | 0.021 | — | — | — | — | 85.1 | — | — | — | — | — | — | — | — | |
| SCRUBBackbone=ResNet2026.04 | 0.026 | 99.7 | 97.5 | 94 | 80.4 | — | — | — | — | — | — | — | — | — | |
| RLBackbone=ViT2026.04 | 0.026 | — | — | — | — | 80.4 | — | — | — | — | — | — | — | — | |
| SCRUBBackbone=ViT2026.04 | 0.037 | — | — | — | 78.6 | — | — | — | — | — | — | — | — | — | |
| IEU w/GABackbone=ViT2026.04 | 0.04 | — | — | — | 78.4 | — | — | — | — | — | — | — | — | — | |
| SALUNBackbone=ResNet2026.04 | 0.041 | 92.7 | 87.4 | 86.7 | 77.8 | — | — | — | — | — | — | — | — | — | |
| FTBackbone=ViT2026.04 | 0.043 | — | — | — | 78.4 | — | — | — | — | — | — | — | — | — | |
| SALUNBackbone=ViT2026.04 | 0.076 | — | — | — | — | 75.5 | — | — | — | — | — | — | — | — | |
| SALUNBackbone=ViT2026.04 | 0.083 | — | — | — | 78 | — | — | — | — | — | — | — | — | — | |
| CF-kBackbone=ResNet-182026.04 | — | — | — | — | — | — | 99.58 | 6.28 | 0.27 | 5 | 5 | 0.11 | 0.06 | 0.55 | |
| EU-kBackbone=ResNet-182026.04 | — | — | — | — | — | — | 99.59 | 6.28 | 0.27 | 5 | 5 | 0.22 | 0.07 | 0.56 | |
| FisherBackbone=ResNet-182026.04 | — | — | — | — | — | — | 99.5 | 2.37 | 0.08 | 2 | 2 | 1.79 | 0.07 | 0.56 | |
| FTBackbone=ResNet-182026.04 | — | — | — | — | — | — | 99.69 | 3.92 | 0.19 | 2 | 2 | 0.28 | 0.05 | 0.48 | |
| GABackbone=ResNet-182026.04 | — | — | — | — | — | — | 17.2 | 77.46 | 8.86 | 2 | 1 | 0.01 | 0.06 | 0.66 | |
| RELOADBackbone=ResNet-182026.04 | — | — | — | — | — | — | 99.51 | 1.35 | 0.05 | 0 | 0 | 0.3 | 0.12 | 0.53 | |
| Retrained (Baseline)Backbone=ResNet-182026.04 | — | — | — | — | — | — | 99.99 | 94.4 | 0.23 | 50 | 50 | — | — | — | |
| SalUnBackbone=ResNet-182026.04 | — | — | — | — | — | — | 99.63 | 2.97 | 0.37 | 2 | 2 | 0.2 | 0.06 | 0.55 | |
| SCRUBBackbone=ResNet-182026.04 | — | — | — | — | — | — | 82.59 | 12.72 | 0.31 | 0 | 0 | 0.07 | 0.06 | 0.65 | |
| SSDBackbone=ResNet-182026.04 | — | — | — | — | — | — | 19.85 | 74.5 | 1.82 | 1 | 1 | 0.01 | 8.3 | 7.83 |