Machine Unlearning on CIFAR-100 1 class forget (Retain)
76.01AccuracyRetain-only Retrain
Evaluation Results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 76.01 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 74.79 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 74.78 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 74.63 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 74.62 | |
| OriginalEvaluation Protocol=Output2026.04 | 74.61 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 74.53 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 74.49 | |
| OriginalEvaluation Protocol=NCC2026.04 | 74.4 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 74.38 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 74.09 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 74.03 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 73.9 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 73.87 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 73.86 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 72.91 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 72.86 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 72.72 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 72.67 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 72.36 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 71.82 |