Machine Unlearning on CIFAR100 (MBG)
1.43MBGBiasShift
Evaluation results
| Method | Links | |
|---|---|---|
| BiasShiftNumber of forgotten classes=12026.05 | 1.43 | |
| BiasShiftNumber of forgotten classes=32026.05 | 2.12 | |
| SCRUBNumber of forgotten classes=12026.05 | 46.58 | |
| NegGrad+Number of forgotten classes=12026.05 | 47.35 | |
| TS-BGMNumber of forgotten classes=32026.05 | 47.78 | |
| TS-BGMNumber of forgotten classes=12026.05 | 48.04 | |
| SFNumber of forgotten classes=32026.05 | 48.81 | |
| SCRUBNumber of forgotten classes=32026.05 | 49.5 | |
| NegGrad+Number of forgotten classes=32026.05 | 49.58 | |
| SFNumber of forgotten classes=12026.05 | 49.59 | |
| RetrainNumber of forgotten classes=12026.05 | 49.76 | |
| SalUnNumber of forgotten classes=32026.05 | 49.77 | |
| RetrainNumber of forgotten classes=32026.05 | 49.83 | |
| FTNumber of forgotten classes=32026.05 | 49.98 | |
| SalUnNumber of forgotten classes=12026.05 | 50.05 | |
| Random-labelNumber of forgotten classes=32026.05 | 50.14 | |
| FTNumber of forgotten classes=12026.05 | 50.16 | |
| LB-HRNumber of forgotten classes=32026.05 | 50.28 | |
| Random-labelNumber of forgotten classes=12026.05 | 50.44 | |
| SSDNumber of forgotten classes=32026.05 | 50.61 | |
| LB-HRNumber of forgotten classes=12026.05 | 50.61 | |
| OriginalNumber of forgotten classes=32026.05 | 50.74 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 50.76 | |
| OriginalNumber of forgotten classes=12026.05 | 50.81 | |
| SSDNumber of forgotten classes=12026.05 | 50.88 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 50.95 | |
| UNSIRNumber of forgotten classes=32026.05 | 51.07 | |
| UNSIRNumber of forgotten classes=12026.05 | 51.13 |