Machine Unlearning on CIFAR-10 3 classes
95.37Retain AccuracyRetain-only Retrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 95.37 | 0 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 95.37 | 35.11 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Output2026.04 | 95.37 | 0 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 95.34 | 40.04 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 95.26 | 62.77 | |
| Retain-only FTAccuracy Evaluation Protocol=Output2026.04 | 95.24 | 52.48 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 95.01 | 75.96 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 94.97 | 60 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 94.93 | 62.89 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 94.91 | 77.31 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 94.81 | 75.69 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 94.73 | 76.74 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 94.6 | 83.39 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 94.6 | 75.29 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 94.49 | 81.47 | |
| SalUnAccuracy Evaluation Protocol=Output2026.04 | 94.43 | 0 | |
| Retain-only FTAccuracy Evaluation Protocol=Linear Probe2026.04 | 94.14 | 90.44 | |
| Random-labelAccuracy Evaluation Protocol=Output2026.04 | 94.14 | 0 | |
| SVDAccuracy Evaluation Protocol=Output2026.04 | 94.05 | 57.43 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 94.03 | 94 | |
| OriginalEvaluation Protocol=NCC2026.04 | 94.03 | 93.92 | |
| OriginalAccuracy Evaluation Protocol=Linear Probe2026.04 | 94.03 | 94 | |
| OriginalAccuracy Evaluation Protocol=NCC2026.04 | 94.03 | 93.92 | |
| OriginalEvaluation Protocol=Output2026.04 | 94 | 93.94 | |
| OriginalAccuracy Evaluation Protocol=Output2026.04 | 94 | 93.94 | |
| Retain-only FTAccuracy Evaluation Protocol=NCC2026.04 | 93.8 | 88.75 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 93.79 | 8.16 | |
| SCRUBAccuracy Evaluation Protocol=Output2026.04 | 93.61 | 0 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 93.56 | 11.51 | |
| NegGrad+Accuracy Evaluation Protocol=Output2026.04 | 93.29 | 0.01 | |
| SVDAccuracy Evaluation Protocol=NCC2026.04 | 93.23 | 72.32 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 93.01 | 28.65 | |
| SalUnAccuracy Evaluation Protocol=Linear Probe2026.04 | 92.89 | 89.63 | |
| UNSIRAccuracy Evaluation Protocol=Output2026.04 | 92.87 | 0.01 | |
| Random-labelAccuracy Evaluation Protocol=Linear Probe2026.04 | 92.45 | 90.25 | |
| SVDAccuracy Evaluation Protocol=Linear Probe2026.04 | 92.43 | 83.58 | |
| SalUnAccuracy Evaluation Protocol=NCC2026.04 | 91.99 | 68.45 | |
| Random-labelAccuracy Evaluation Protocol=NCC2026.04 | 91.92 | 73.22 | |
| SCRUBAccuracy Evaluation Protocol=Linear Probe2026.04 | 91.88 | 78.23 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 91.37 | 37.07 | |
| Retain-only RetrainAccuracy Evaluation Protocol=NCC2026.04 | 91.37 | 37.07 | |
| SCRUBAccuracy Evaluation Protocol=NCC2026.04 | 89.73 | 47.52 | |
| UNSIRAccuracy Evaluation Protocol=Linear Probe2026.04 | 88.21 | 70.59 | |
| NegGrad+Accuracy Evaluation Protocol=Linear Probe2026.04 | 88.18 | 73.91 | |
| UNSIRAccuracy Evaluation Protocol=NCC2026.04 | 87.73 | 49.42 | |
| NegGrad+Accuracy Evaluation Protocol=NCC2026.04 | 87.28 | 59.17 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 85.64 | 67.33 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Linear Probe2026.04 | 85.64 | 67.33 |