Machine Unlearning on CIFAR-10 3 classes (forget)
94AccuracyOriginal
Evaluation results
| Method | Links | |
|---|---|---|
| OriginalEvaluation Protocol=Linear Probe2026.04 | 94 | |
| OriginalEvaluation Protocol=Output2026.04 | 93.94 | |
| OriginalEvaluation Protocol=NCC2026.04 | 93.92 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 83.39 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 81.47 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 77.31 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 76.74 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 75.96 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 75.69 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 75.29 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 67.33 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 62.89 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 62.77 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 60 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 40.04 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 37.07 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 35.11 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 28.65 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 11.51 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 8.16 | |
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 0 |