Machine Unlearning on CIFAR-10 1 class forget (Retain)
94.74AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 94.74 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 94.33 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 94.32 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 94.27 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 94.26 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 94.25 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 94.19 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 94.02 | |
| OriginalEvaluation Protocol=NCC2026.04 | 94 | |
| OriginalEvaluation Protocol=Output2026.04 | 93.98 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 93.31 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 92.51 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 92.48 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 92.48 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 92.35 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 91.99 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 91.87 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 91.87 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 91.79 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 91.63 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 90.49 |