Machine Unlearning on CIFAR-10 random sampling (test)
96.38AuOriginal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginalBackbone=ResNet182025.03 | 96.38 | 96.09 | 81.97 | — | |
| InfluenceBackbone=ResNet182025.03 | 96.31 | 96.07 | 81.96 | 0.087 | |
| FISHERBackbone=ResNet182025.03 | 96.3 | 96 | 81.83 | 0.088 | |
| NegGrad+Backbone=ResNet182025.03 | 96.28 | 96.05 | 81.98 | 0.088 | |
| OriginalBackbone=ResNet-18, Averaging=3-seed average2025.03 | 96.1 | 96.38 | 81.97 | — | |
| SSDBackbone=ResNet-18, Averaging=3-seed average2025.03 | 96.1 | 96.38 | 81.97 | 0.09 | |
| DUCKBackbone=ResNet-18, Averaging=3-seed average2025.03 | 86.46 | 99.5 | 78.02 | 0.051 | |
| FTBackbone=ResNet-18, Averaging=3-seed average2025.03 | 85.94 | 88.49 | 71.52 | — | |
| RetrainBackbone=ResNet182025.03 | 82.09 | 99.9 | 82.6 | — | |
| GDR-GMABackbone=ResNet-18, Averaging=3-seed average2025.03 | 81.75 | 99.08 | 71.6 | 0.065 | |
| DUCKBackbone=ResNet182025.03 | 81.71 | 89.34 | 82.03 | 0.015 | |
| NegGrad+Backbone=ResNet-18, Averaging=3-seed average2025.03 | 81.42 | 83 | 69.25 | 0.082 | |
| SCARBackbone=ResNet-18, Averaging=3-seed average2025.03 | 81.38 | 96.07 | 78.92 | 0.024 | |
| OrthoGradBackbone=ResNet182025.03 | 81.35 | 87.44 | 73.34 | 0.058 | |
| OrthoGradBackbone=ResNet-18, Averaging=3-seed average2025.03 | 81.18 | 93.27 | 73.35 | 0.058 | |
| GDR-GMABackbone=ResNet182025.03 | 81.1 | 86.18 | 73.16 | 0.059 | |
| SCARBackbone=ResNet182025.03 | 80.11 | 91.06 | 79.21 | 0.029 | |
| NegGradBackbone=ResNet182025.03 | 77.47 | 77.84 | 64.43 | 0.134 | |
| FISHERBackbone=ResNet-18, Averaging=3-seed average2025.03 | 72.29 | 72.57 | 61.6 | 0.183 | |
| RetrainBackbone=ResNet-18, Averaging=3-seed average2025.03 | 60.43 | 100 | 61.04 | — | |
| SCRUBBackbone=ResNet182025.03 | 55.58 | 56.73 | 55.23 | 0.324 | |
| NegGradBackbone=ResNet-18, Averaging=3-seed average2025.03 | 40.39 | 39.78 | 34.94 | 0.54 | |
| SCRUBBackbone=ResNet-18, Averaging=3-seed average2025.03 | 40.18 | 42.51 | 38.58 | 0.519 | |
| SSDBackbone=ResNet182025.03 | 25.35 | 94.95 | 74.23 | 0.2 | |
| InfluenceBackbone=ResNet-18, Averaging=3-seed average2025.03 | 11.55 | 11.59 | 11.31 | 0.86 |