Machine Unlearning on CIFAR10 (BSC Metric)
99.66BSCSSD
Evaluation results
| Method | Links | |
|---|---|---|
| SSDNumber of forgotten classes=32026.05 | 99.66 | |
| TS-BGRMNumber of forgotten classes=32026.05 | 99.56 | |
| SSDNumber of forgotten classes=12026.05 | 99.5 | |
| OriginalNumber of forgotten classes=32026.05 | 99.43 | |
| UNSIRNumber of forgotten classes=32026.05 | 98.72 | |
| TS-BGRMNumber of forgotten classes=12026.05 | 97.22 | |
| OriginalNumber of forgotten classes=12026.05 | 97.09 | |
| LB-HRNumber of forgotten classes=12026.05 | 97.01 | |
| UNSIRNumber of forgotten classes=12026.05 | 96.76 | |
| Random-labelNumber of forgotten classes=12026.05 | 95.41 | |
| SalUnNumber of forgotten classes=12026.05 | 94.48 | |
| FTNumber of forgotten classes=12026.05 | 93.29 | |
| LB-HRNumber of forgotten classes=32026.05 | 92.62 | |
| FTNumber of forgotten classes=32026.05 | 91.13 | |
| Random-labelNumber of forgotten classes=32026.05 | 89.1 | |
| SFNumber of forgotten classes=12026.05 | 88.91 | |
| NegGrad+Number of forgotten classes=12026.05 | 87.45 | |
| TS-BGMNumber of forgotten classes=12026.05 | 86.39 | |
| RetrainNumber of forgotten classes=12026.05 | 86.29 | |
| SFNumber of forgotten classes=32026.05 | 86.29 | |
| NegGrad+Number of forgotten classes=32026.05 | 85.78 | |
| SalUnNumber of forgotten classes=32026.05 | 85.49 | |
| RetrainNumber of forgotten classes=32026.05 | 84.15 | |
| TS-BGMNumber of forgotten classes=32026.05 | 77.33 | |
| SCRUBNumber of forgotten classes=32026.05 | 61.54 | |
| SCRUBNumber of forgotten classes=12026.05 | 61.08 | |
| BiasShiftNumber of forgotten classes=12026.05 | 6.26 | |
| BiasShiftNumber of forgotten classes=32026.05 | 6.25 |