Machine Unlearning on CIFAR10 (MBG Metric)
51.16MBGUNSIR
Evaluation results
| Method | Links | |
|---|---|---|
| UNSIRNumber of forgotten classes=12026.05 | 51.16 | |
| OriginalNumber of forgotten classes=12026.05 | 51.08 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 51.05 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 50.59 | |
| UNSIRNumber of forgotten classes=32026.05 | 50.58 | |
| SSDNumber of forgotten classes=12026.05 | 50.46 | |
| OriginalNumber of forgotten classes=32026.05 | 50.37 | |
| SSDNumber of forgotten classes=32026.05 | 50.34 | |
| LB-HRNumber of forgotten classes=12026.05 | 49.68 | |
| Random-labelNumber of forgotten classes=12026.05 | 49.07 | |
| LB-HRNumber of forgotten classes=32026.05 | 48.96 | |
| SalUnNumber of forgotten classes=12026.05 | 48.9 | |
| FTNumber of forgotten classes=12026.05 | 48.52 | |
| FTNumber of forgotten classes=32026.05 | 47.76 | |
| SFNumber of forgotten classes=12026.05 | 47.45 | |
| Random-labelNumber of forgotten classes=32026.05 | 47.19 | |
| NegGrad+Number of forgotten classes=12026.05 | 46.81 | |
| RetrainNumber of forgotten classes=12026.05 | 46.51 | |
| SalUnNumber of forgotten classes=32026.05 | 46.46 | |
| SFNumber of forgotten classes=32026.05 | 46.46 | |
| TS-BGMNumber of forgotten classes=12026.05 | 46.39 | |
| NegGrad+Number of forgotten classes=32026.05 | 46.24 | |
| RetrainNumber of forgotten classes=32026.05 | 45.58 | |
| TS-BGMNumber of forgotten classes=32026.05 | 43.19 | |
| SCRUBNumber of forgotten classes=32026.05 | 36.75 | |
| SCRUBNumber of forgotten classes=12026.05 | 35.03 | |
| BiasShiftNumber of forgotten classes=12026.05 | 3.19 | |
| BiasShiftNumber of forgotten classes=32026.05 | 3.1 |