Machine Unlearning on CIFAR-10 class forgetting (test)
97.3AuOriginal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginalBackbone=ResNet-18, Averaging=3-class average2025.03 | 97.3 | 95.91 | 81.97 | — | |
| OriginalBackbone=ResNet182025.03 | 97.3 | 95.98 | 81.97 | — | |
| FTBackbone=ResNet-18, Averaging=3-class average2025.03 | 93.79 | 100 | 82.86 | — | |
| FISHERBackbone=ResNet-18, Averaging=3-class average2025.03 | 84.98 | 69.08 | 61.33 | 64.5 | |
| InfluenceBackbone=ResNet-18, Averaging=3-class average2025.03 | 43.07 | 66.72 | 54.53 | 43.1 | |
| SSDBackbone=ResNet182025.03 | 25.35 | 94.95 | 74.23 | 20.2 | |
| NegGrad+Backbone=ResNet-18, Averaging=3-class average2025.03 | 24.54 | 70.56 | 56.42 | 30.5 | |
| NegGrad+Backbone=ResNet182025.03 | 18.69 | 68.64 | 54.26 | 28.3 | |
| InfluenceBackbone=ResNet182025.03 | 17.54 | 63.74 | 50.92 | 29.6 | |
| SCRUBBackbone=ResNet-18, Averaging=3-class average2025.03 | 1.75 | 87.32 | 64.7 | 11.6 | |
| OrthoGradBackbone=ResNet182025.03 | 0.67 | 96.9 | 75.67 | 4.2 | |
| OrthoGradBackbone=ResNet-18, Averaging=3-class average2025.03 | 0.36 | 97.57 | 74.87 | 4.5 | |
| GDR-GMABackbone=ResNet-18, Averaging=3-class average2025.03 | 0.19 | 89.88 | 66.79 | 9.3 | |
| FISHERBackbone=ResNet182025.03 | 0.06 | 11.54 | 10.37 | 43.7 | |
| SSDBackbone=ResNet-18, Averaging=3-class average2025.03 | 0.04 | 80.49 | 61.99 | 12.2 | |
| SCRUBBackbone=ResNet182025.03 | 0.02 | 94.02 | 72.91 | 5.5 | |
| RetrainBackbone=ResNet-18, Averaging=3-class average2025.03 | 0 | 100 | 55.55 | — | |
| NegGradBackbone=ResNet-18, Averaging=3-class average2025.03 | 0 | 18.72 | 15.43 | 40.5 | |
| DUCKBackbone=ResNet-18, Averaging=3-class average2025.03 | 0 | 41.28 | 35.35 | 28.4 | |
| SCARBackbone=ResNet-18, Averaging=3-class average2025.03 | 0 | 91.39 | 72.48 | 5.8 | |
| RetrainBackbone=ResNet182025.03 | 0 | 99.67 | 74.22 | — | |
| NegGradBackbone=ResNet182025.03 | 0 | 19.23 | 16.17 | 40.1 | |
| DUCKBackbone=ResNet182025.03 | 0 | 79.12 | 66.93 | 9.1 | |
| GDR-GMABackbone=ResNet182025.03 | 0 | 87.99 | 67.94 | 8.5 | |
| SCARBackbone=ResNet182025.03 | 0 | 87.71 | 70.75 | 6.8 |