Machine Unlearning on CIFAR-10 1 class
94.74Retain AccuracyRetain-only Retrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 94.74 | 0 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Output2026.04 | 94.74 | 0 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 94.33 | 78.07 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 94.32 | 79.5 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 94.27 | 80.7 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 94.26 | 84.68 | |
| Retain-only FTAccuracy Evaluation Protocol=Output2026.04 | 94.26 | 47.67 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 94.25 | 82.04 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 94.19 | 85.71 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 94.02 | 94.02 | |
| OriginalAccuracy Evaluation Protocol=Linear Probe2026.04 | 94.02 | 94.02 | |
| OriginalEvaluation Protocol=NCC2026.04 | 94 | 93.99 | |
| OriginalAccuracy Evaluation Protocol=NCC2026.04 | 94 | 93.99 | |
| OriginalEvaluation Protocol=Output2026.04 | 93.98 | 93.98 | |
| OriginalAccuracy Evaluation Protocol=Output2026.04 | 93.98 | 93.98 | |
| Retain-only FTAccuracy Evaluation Protocol=Linear Probe2026.04 | 93.94 | 89.71 | |
| Retain-only FTAccuracy Evaluation Protocol=NCC2026.04 | 93.7 | 89.63 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 93.31 | 47.06 | |
| Retain-only RetrainAccuracy Evaluation Protocol=NCC2026.04 | 93.31 | 47.06 | |
| SalUnAccuracy Evaluation Protocol=Output2026.04 | 93.19 | 0 | |
| SalUnAccuracy Evaluation Protocol=Linear Probe2026.04 | 93.05 | 92.57 | |
| Random-labelAccuracy Evaluation Protocol=Output2026.04 | 92.93 | 0 | |
| NegGrad+Accuracy Evaluation Protocol=Output2026.04 | 92.85 | 0 | |
| Random-labelAccuracy Evaluation Protocol=Linear Probe2026.04 | 92.65 | 92.49 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 92.51 | 33.78 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 92.48 | 60.68 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 92.48 | 35.53 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 92.35 | 68.02 | |
| Random-labelAccuracy Evaluation Protocol=NCC2026.04 | 92.25 | 80.25 | |
| NegGrad+Accuracy Evaluation Protocol=Linear Probe2026.04 | 92.14 | 67.09 | |
| SVDAccuracy Evaluation Protocol=Output2026.04 | 92.02 | 0 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 91.99 | 57.83 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 91.87 | 54.5 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 91.87 | 9.29 | |
| UNSIRAccuracy Evaluation Protocol=Output2026.04 | 91.84 | 0.48 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 91.79 | 12.91 | |
| SCRUBAccuracy Evaluation Protocol=Linear Probe2026.04 | 91.71 | 74.79 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 91.63 | 31.16 | |
| SCRUBAccuracy Evaluation Protocol=Output2026.04 | 91.37 | 0 | |
| NegGrad+Accuracy Evaluation Protocol=NCC2026.04 | 91.33 | 52 | |
| SalUnAccuracy Evaluation Protocol=NCC2026.04 | 91.31 | 93.7 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 90.49 | 77.35 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Linear Probe2026.04 | 90.49 | 77.35 | |
| SVDAccuracy Evaluation Protocol=Linear Probe2026.04 | 90.44 | 61.8 | |
| SVDAccuracy Evaluation Protocol=NCC2026.04 | 90.11 | 34.54 | |
| SCRUBAccuracy Evaluation Protocol=NCC2026.04 | 89.96 | 55.3 | |
| UNSIRAccuracy Evaluation Protocol=NCC2026.04 | 89.73 | 62.72 | |
| UNSIRAccuracy Evaluation Protocol=Linear Probe2026.04 | 89.71 | 85.29 |