Class Unlearning on CIFAR-10 (Accuracy, MIA, and Gap Metrics)
100Retain AccuracyOriginal
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Original2026.01 | 100 | 0 | 94.71 | 7.87 | 48.24 | — | |
| Re-trainRe-learn Time (# Epoch)=12.67±4.642026.01 | 100 | 100 | 93.89 | 100 | 0 | — | |
| CF-kRe-learn Time (# Epoch)=0.00±0.002026.01 | 100 | 0.06 | 94.57 | 38.43 | 40.55 | — | |
| SSDRe-learn Time (# Epoch)=5.67±1.252026.01 | 100 | 65.27 | 95.09 | 100 | 8.98 | — | |
| GDRe-learn Time (# Epoch)=0.67±0.472026.01 | 99.98 | 0.09 | 94.33 | 29.27 | 42.78 | — | |
| NegGrad+Re-learn Time (# Epoch)=0.67±0.472026.01 | 99.93 | 57.19 | 94.3 | 86.8 | 14.12 | — | |
| NGDRe-learn Time (# Epoch)=8.00±3.272026.01 | 99.91 | 20.84 | 94.4 | 96.43 | 20.83 | — | |
| RURKRe-learn Time (# Epoch)=1.00±0.002026.01 | 99.8 | 95.52 | 93.93 | 97.9 | 1.7 | — | |
| EU-kRe-learn Time (# Epoch)=2.67±0.942026.01 | 98.38 | 100 | 92.15 | 100 | 0.84 | — | |
| GARe-learn Time (# Epoch)=1.00±0.822026.01 | 95.51 | 93.6 | 88.6 | 96.47 | 4.93 | — | |
| RetrainBackbone=ResNet182025.12 | 94.83 | — | 0 | 100 | — | — | |
| OriginalBackbone=ResNet182025.12 | 94.74 | — | 94.42 | 0.02 | — | — | |
| TRW-2RBackbone=ResNet182025.12 | 94.39 | — | 0.32 | 96.35 | — | — | |
| TRWBackbone=ResNet182025.12 | 94.28 | — | 0 | 97.65 | — | — | |
| SVDBackbone=ResNet182025.12 | 94.17 | — | 0 | 97.2 | — | — | |
| SCARBackbone=ResNet182025.12 | 93.57 | — | 0 | 95.87 | — | — | |
| RetrainBackbone=VGG192025.12 | 93.45 | — | 0 | 100 | — | — | |
| l1Backbone=ResNet182025.12 | 93.21 | — | 0.9 | 100 | — | — | |
| SCRUBRe-learn Time (# Epoch)=18.67±7.412026.01 | 93.15 | 100 | 86.16 | 100 | 3.51 | — | |
| NoneNum. Corrupted Samples=5002026.04 | 93.01 | — | — | — | — | — | |
| NoneNum. Corrupted Samples=50002026.04 | 92.81 | — | — | — | — | — | |
| OriginalBackbone=VGG192025.12 | 92.68 | — | 92.14 | 0 | — | — | |
| SCARBackbone=VGG192025.12 | 92.59 | — | 0 | 98.06 | — | — | |
| NoneNum. Corrupted Samples=25002026.04 | 92.22 | — | — | — | — | — | |
| SalUnBackbone=ResNet182025.12 | 92.11 | — | 0 | 96.33 | — | — | |
| TRW-2RBackbone=VGG192025.12 | 91.91 | — | 0 | 99.52 | — | — | |
| TRWBackbone=VGG192025.12 | 91.58 | — | 0 | 99.26 | — | — | |
| SVDBackbone=VGG192025.12 | 91.34 | — | 0 | 98.1 | — | — | |
| SCRUBBackbone=ResNet182025.12 | 91.07 | — | 0 | 85.01 | — | — | |
| GABackbone=ResNet182025.12 | 90.25 | — | 14.12 | 96.7 | — | — | |
| l1Backbone=VGG192025.12 | 90.12 | — | 0.3 | 92.61 | — | — | |
| SCRUBBackbone=VGG192025.12 | 89.84 | — | 0 | 84.28 | — | — | |
| SalUnBackbone=VGG192025.12 | 89.76 | — | 0 | 97.35 | — | — | |
| FTBackbone=VGG192025.12 | 89.33 | — | 0 | 96.94 | — | — | |
| l2ulBackbone=VGG192025.12 | 89.15 | — | 0 | 96.82 | — | — | |
| l2ulBackbone=ResNet182025.12 | 87.86 | — | 0 | 94.62 | — | — | |
| BUBackbone=ResNet182025.12 | 87.68 | — | 0 | 85.91 | — | — | |
| BUBackbone=VGG192025.12 | 87.32 | — | 0 | 85.94 | — | — | |
| GABackbone=VGG192025.12 | 87.26 | — | 14.4 | 97.1 | — | — | |
| FTBackbone=ResNet182025.12 | 85.6 | — | 0 | 96.53 | — | — | |
| RLBackbone=VGG192025.12 | 85.57 | — | 0 | 94.07 | — | — | |
| RLBackbone=ResNet182025.12 | 84.74 | — | 0 | 94.99 | — | — | |
| RetrainBackbone=ResNet182026.06 | 72 | — | — | 63 | — | 0 | |
| FUSEDBackbone=ResNet182026.06 | 71 | — | — | 81 | — | 0 | |
| FedUPBackbone=ResNet182026.06 | 71 | — | — | 78 | — | 0 | |
| RetrainBackbone=Transformer2026.06 | 60 | — | — | 78 | — | 0 | |
| FUSEDBackbone=Transformer2026.06 | 59 | — | — | 81 | — | 0 | |
| FedUPBackbone=Transformer2026.06 | 59 | — | — | 90 | — | 0 | |
| RewoDNum. Corrupted Samples=25002026.04 | 1.14 | — | — | — | — | — | |
| RewoDNum. Corrupted Samples=50002026.04 | 0.95 | — | — | — | — | — | |
| RewoDNum. Corrupted Samples=5002026.04 | 0.82 | — | — | — | — | — | |
| BadTNum. Corrupted Samples=25002026.04 | 0.81 | — | — | — | — | — | |
| SSDNum. Corrupted Samples=25002026.04 | 0.73 | — | — | — | — | — | |
| SSDNum. Corrupted Samples=50002026.04 | 0.72 | — | — | — | — | — | |
| ScrubNum. Corrupted Samples=25002026.04 | 0.63 | — | — | — | — | — | |
| CFNum. Corrupted Samples=25002026.04 | 0.59 | — | — | — | — | — | |
| BadTNum. Corrupted Samples=50002026.04 | 0.52 | — | — | — | — | — | |
| CFNum. Corrupted Samples=50002026.04 | 0.49 | — | — | — | — | — | |
| BadTNum. Corrupted Samples=5002026.04 | 0.39 | — | — | — | — | — | |
| ScrubNum. Corrupted Samples=5002026.04 | 0.19 | — | — | — | — | — | |
| CFNum. Corrupted Samples=5002026.04 | 0.16 | — | — | — | — | — | |
| RELOADNum. Corrupted Samples=5002026.04 | -0.2 | — | — | — | — | — | |
| ScrubNum. Corrupted Samples=50002026.04 | -1.1 | — | — | — | — | — | |
| RELOADNum. Corrupted Samples=50002026.04 | -1.14 | — | — | — | — | — | |
| SSDNum. Corrupted Samples=5002026.04 | -1.45 | — | — | — | — | — | |
| RELOADNum. Corrupted Samples=25002026.04 | -2.18 | — | — | — | — | — |