Machine Unlearning on CIFAR-10 3 classes forget (Retain set)
95.37AccuracyRetain-only Retrain
Evaluation results
| Method | Links | |
|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 95.37 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 95.37 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 95.34 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 95.26 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 95.01 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 94.97 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 94.93 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 94.91 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 94.81 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 94.73 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 94.6 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 94.6 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 94.49 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 94.03 | |
| OriginalEvaluation Protocol=NCC2026.04 | 94.03 | |
| OriginalEvaluation Protocol=Output2026.04 | 94 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 93.79 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 93.56 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 93.01 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 91.37 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 85.64 |