Machine Unlearning on Tiny-Imagenet Random Forget 50%, γ=0 (test)
4.32MIAl1-sparse
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| l1-sparseBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 4.32 | 95.68 | 95.48 | 55.45 | 32.37 | — | — | — | |
| IUBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 4.34 | 95.65 | 95.5 | 55.65 | 32.41 | — | — | — | |
| BSBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 4.34 | 95.66 | 95.47 | 55.03 | 32.26 | — | — | — | |
| BEBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 4.36 | 95.64 | 95.47 | 55.29 | 32.32 | — | — | — | |
| FTBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 4.41 | 95.59 | 99.99 | 54.71 | 31.02 | — | — | — | |
| GABackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 4.42 | 95.58 | 95.49 | 55.45 | 32.32 | — | — | — | |
| FalWBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 57.24 | 41.76 | 99.99 | 40.53 | 0.85 | — | — | — | |
| RetrainBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 59.4 | 40.6 | 99.99 | 40.63 | 0 | — | — | — | |
| SFRonBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 61.1 | 38.89 | 99.99 | 40.45 | 0.9 | — | — | — | |
| SalUnBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 61.51 | 38.49 | 97.21 | 36.23 | 2.85 | — | — | — | |
| RLBackbone=Vgg-16, Random Forget Ratio=50%, γ (Imbalance Factor)=02026.01 | 67.84 | 32.16 | 96.91 | 37.33 | 5.82 | — | — | — | |
| RetrainingBackbone=ViT2026.04 | 89.1 | — | — | — | 0 | 73.5 | 31.4 | 34.7 | |
| RLBackbone=ViT2026.04 | 89.9 | — | — | — | 8.6 | 54.5 | 40.6 | 40.2 | |
| SALUNBackbone=ViT2026.04 | 91.4 | — | — | — | 13.4 | 31.2 | 27.9 | 29.3 | |
| SCRUBBackbone=ViT2026.04 | 94.8 | — | — | — | 9.2 | 57.1 | 40.8 | 40.3 | |
| IEU w/GA+NoisyBackbone=ViT2026.04 | 95 | — | — | — | 3.4 | 79.4 | 33.2 | 35 | |
| FTBackbone=ViT2026.04 | 95.1 | — | — | — | 4.4 | 72 | 38.7 | 37.6 | |
| IEU w/NoisyBackbone=ViT2026.04 | 95.1 | — | — | — | 3.4 | 79.2 | 33.2 | 34.8 | |
| IEU w/GABackbone=ViT2026.04 | 95.3 | — | — | — | 4.5 | 82.6 | 34.1 | 34.7 |