Machine Unlearning on CIFAR-10 1 class (forget)
94.02AccuracyOriginal
Evaluation results
| Method | Links | |
|---|---|---|
| OriginalEvaluation Protocol=Linear Probe2026.04 | 94.02 | |
| OriginalEvaluation Protocol=NCC2026.04 | 93.99 | |
| OriginalEvaluation Protocol=Output2026.04 | 93.98 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 85.71 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 84.68 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 82.04 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 80.7 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 79.5 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 78.07 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 77.35 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 68.02 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 60.68 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 57.83 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 54.5 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 47.06 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 35.53 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 33.78 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 31.16 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 12.91 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 9.29 | |
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 0 |