Machine Unlearning on Tiny-ImageNet Forget 50%
96.6RMIA AUCSCRUB
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SCRUBBackbone=ViT2026.04 | 96.6 | — | 2.6 | 60.4 | 49.1 | 0 | 0 | |
| FTBackbone=ViT2026.04 | 95.5 | — | 1.1 | 67.4 | 47.5 | 0 | 0 | |
| IEU w/GA+NoisyBackbone=ViT2026.04 | 95.5 | — | 0.4 | 66.7 | 45.1 | 0 | 0 | |
| IEU w/GABackbone=ViT2026.04 | 95.3 | — | 0.5 | 66.2 | 45.6 | 0 | 0 | |
| IEU w/NoisyBackbone=ViT2026.04 | 95.1 | — | 0.5 | 66.3 | 45.9 | 0 | 0 | |
| SALUNBackbone=ViT2026.04 | 94.3 | — | 6.8 | 39.7 | 38.1 | 0.1 | 0.1 | |
| RetrainingBackbone=ViT2026.04 | 94 | — | 0 | 66.5 | 44.7 | 0 | 0 | |
| RLBackbone=ViT2026.04 | 93.9 | — | 2.2 | 60.3 | 49.5 | 0 | 0 | |
| RetrainingBackbone=ResNet2026.04 | 90.9 | — | 0 | 94.8 | 60.8 | 0 | 0 | |
| FTBackbone=ResNet2026.04 | 90.9 | — | 1.3 | 90.2 | 62.7 | 0 | 0 | |
| RLBackbone=ResNet2026.04 | 90.9 | — | 2.1 | 85.8 | 62.3 | 0 | 0 | |
| SALUNBackbone=ResNet2026.04 | 90.9 | — | 7.7 | 63.1 | 55.1 | 0.4 | 0.4 | |
| IEU w/GABackbone=ResNet2026.04 | 90.9 | — | 1.3 | 90.5 | 62.9 | 0 | 0 | |
| IEU w/GA+NoisyBackbone=ResNet2026.04 | 90.9 | — | 1.2 | 89.6 | 61.5 | 0 | 0 | |
| SCRUBBackbone=ResNet2026.04 | 90.8 | — | 3.3 | 81.4 | 63.8 | 0 | 0 | |
| IEU w/NoisyBackbone=ResNet2026.04 | 90.8 | — | 0.9 | 90.7 | 60.5 | 0 | 0 | |
| NEGGRADBackbone=Swin-T2026.03 | 79.84 | 61.19 | 23.61 | — | — | — | — | |
| BASEBackbone=Swin-T2026.03 | 79.74 | 61.2 | 23.58 | — | — | — | — | |
| SSDBackbone=Swin-T2026.03 | 74.84 | 38.1 | 21.09 | — | — | — | — | |
| FINETUNEBackbone=Swin-T2026.03 | 61.46 | 45.74 | 5.7 | — | — | — | — | |
| AMUNBackbone=Swin-T2026.03 | 59.37 | 48.21 | 5.34 | — | — | — | — | |
| SALUNBackbone=Swin-T2026.03 | 58.04 | 47.77 | 5.36 | — | — | — | — | |
| NEGGRAD+Backbone=Swin-T2026.03 | 56.66 | 43.63 | 4.12 | — | — | — | — | |
| ℓ1-SPARSEBackbone=Swin-T2026.03 | 55.23 | 43.48 | 4.05 | — | — | — | — | |
| RETRAINBackbone=Swin-T2026.03 | 50.3 | 47.95 | 0 | — | — | — | — | |
| REGUNBackbone=Swin-T2026.03 | 47.88 | 45.57 | 1.37 | — | — | — | — |