Machine Unlearning on CIFAR-100 1 class (forget)
85.2AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 85.2 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 75 | |
| OriginalEvaluation Protocol=NCC2026.04 | 75 | |
| OriginalEvaluation Protocol=Output2026.04 | 74.4 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 70.4 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 63.6 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 60.4 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 59.4 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 59.2 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 59.2 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 55.6 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 55.6 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 55.2 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 51.2 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 47 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 41 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 40.6 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 35.2 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 21 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 20.2 | |
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 0 |