Machine Unlearning on CIFAR-100 1 class
76.01Retain AccuracyRetain-only Retrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 76.01 | 0 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Output2026.04 | 76.01 | 0 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 74.79 | 59.4 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 74.78 | 63.6 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 74.63 | 59.2 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 74.62 | 60.4 | |
| OriginalEvaluation Protocol=Output2026.04 | 74.61 | 74.4 | |
| OriginalAccuracy Evaluation Protocol=Output2026.04 | 74.61 | 74.4 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 74.53 | 75 | |
| OriginalAccuracy Evaluation Protocol=Linear Probe2026.04 | 74.53 | 75 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 74.49 | 59.2 | |
| OriginalEvaluation Protocol=NCC2026.04 | 74.4 | 75 | |
| OriginalAccuracy Evaluation Protocol=NCC2026.04 | 74.4 | 75 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 74.38 | 55.6 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 74.09 | 85.2 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Linear Probe2026.04 | 74.09 | 85.2 | |
| Retain-only FTAccuracy Evaluation Protocol=Output2026.04 | 74.08 | 53.2 | |
| Retain-only FTAccuracy Evaluation Protocol=NCC2026.04 | 74.04 | 73.2 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 74.03 | 55.6 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 73.9 | 70.4 | |
| Retain-only RetrainAccuracy Evaluation Protocol=NCC2026.04 | 73.9 | 70.4 | |
| Retain-only FTAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.89 | 73.8 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 73.87 | 47 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 73.86 | 40.6 | |
| UNSIRAccuracy Evaluation Protocol=Output2026.04 | 73.77 | 3.8 | |
| SCRUBAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.69 | 72.4 | |
| SCRUBAccuracy Evaluation Protocol=Output2026.04 | 73.67 | 0.2 | |
| SCRUBAccuracy Evaluation Protocol=NCC2026.04 | 73.51 | 72.4 | |
| UNSIRAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.4 | 73.6 | |
| SalUnAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.26 | 77.8 | |
| SVDAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.14 | 67 | |
| Random-labelAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.08 | 79 | |
| UNSIRAccuracy Evaluation Protocol=NCC2026.04 | 73.05 | 71 | |
| SalUnAccuracy Evaluation Protocol=Output2026.04 | 72.96 | 0 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 72.91 | 35.2 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 72.86 | 55.2 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 72.72 | 21 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 72.67 | 20.2 | |
| SalUnAccuracy Evaluation Protocol=NCC2026.04 | 72.65 | 85.6 | |
| NegGrad+Accuracy Evaluation Protocol=Linear Probe2026.04 | 72.55 | 67.2 | |
| Random-labelAccuracy Evaluation Protocol=NCC2026.04 | 72.38 | 87.2 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 72.36 | 51.2 | |
| Random-labelAccuracy Evaluation Protocol=Output2026.04 | 72.33 | 0 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 71.82 | 41 | |
| SVDAccuracy Evaluation Protocol=NCC2026.04 | 71.81 | 64.8 | |
| NegGrad+Accuracy Evaluation Protocol=NCC2026.04 | 71.58 | 41.4 | |
| SVDAccuracy Evaluation Protocol=Output2026.04 | 71.09 | 0 | |
| NegGrad+Accuracy Evaluation Protocol=Output2026.04 | 69.9 | 0 |