Machine Unlearning on Tiny-ImageNet 20 classes
66.38Retain AccuracyRetain-only Retrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 66.38 | 0 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Output2026.04 | 66.38 | 0 | |
| Retain-only FTAccuracy Evaluation Protocol=Output2026.04 | 65.6 | 50.92 | |
| UNSIRAccuracy Evaluation Protocol=Output2026.04 | 65.46 | 9.72 | |
| SVDAccuracy Evaluation Protocol=Output2026.04 | 65.45 | 59.02 | |
| SCRUBAccuracy Evaluation Protocol=Output2026.04 | 65.3 | 5.48 | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 65.21 | 30.36 | |
| Retain-only RetrainAccuracy Evaluation Protocol=Linear Probe2026.04 | 65.21 | 30.36 | |
| OriginalEvaluation Protocol=Output2026.04 | 65.15 | 66.02 | |
| OriginalAccuracy Evaluation Protocol=Output2026.04 | 65.15 | 66.02 | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 64.97 | 66.08 | |
| OriginalAccuracy Evaluation Protocol=Linear Probe2026.04 | 64.97 | 66.08 | |
| Random-labelAccuracy Evaluation Protocol=Output2026.04 | 64.85 | 0.98 | |
| SalUnAccuracy Evaluation Protocol=Output2026.04 | 64.63 | 3.4 | |
| OriginalEvaluation Protocol=NCC2026.04 | 64.56 | 65 | |
| OriginalAccuracy Evaluation Protocol=NCC2026.04 | 64.56 | 65 | |
| SVDAccuracy Evaluation Protocol=NCC2026.04 | 64.56 | 65 | |
| Retain-only FTAccuracy Evaluation Protocol=Linear Probe2026.04 | 64.05 | 63.82 | |
| Retain-only FTAccuracy Evaluation Protocol=NCC2026.04 | 63.9 | 63.58 | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 63.76 | 54.28 | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 63.31 | 47.76 | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 63.28 | 50.42 | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 63.14 | 32.74 | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 63.12 | 46.14 | |
| SVDAccuracy Evaluation Protocol=Linear Probe2026.04 | 63.03 | 63.64 | |
| SCRUBAccuracy Evaluation Protocol=Linear Probe2026.04 | 62.87 | 56.9 | |
| UNSIRAccuracy Evaluation Protocol=Linear Probe2026.04 | 62.87 | 61.1 | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 62.77 | 38.1 | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 62.66 | 53.82 | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 62.38 | 36.58 | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 62.25 | 22.2 | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 62.11 | 51.3 | |
| Random-labelAccuracy Evaluation Protocol=Linear Probe2026.04 | 62.02 | 57.82 | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 61.93 | 28.24 | |
| SalUnAccuracy Evaluation Protocol=Linear Probe2026.04 | 61.86 | 56.52 | |
| UNSIRAccuracy Evaluation Protocol=NCC2026.04 | 61.8 | 56.14 | |
| SCRUBAccuracy Evaluation Protocol=NCC2026.04 | 61.41 | 53.5 | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 61.34 | 14.44 | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 61.27 | 23.02 | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 60.82 | 41.42 | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 60.8 | 16.72 | |
| NegGrad+Accuracy Evaluation Protocol=Linear Probe2026.04 | 60.75 | 54.68 | |
| Random-labelAccuracy Evaluation Protocol=NCC2026.04 | 59.42 | 42.72 | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 59.37 | 44.3 | |
| Retain-only RetrainAccuracy Evaluation Protocol=NCC2026.04 | 59.37 | 44.3 | |
| SalUnAccuracy Evaluation Protocol=NCC2026.04 | 59.07 | 39.7 | |
| NegGrad+Accuracy Evaluation Protocol=Output2026.04 | 59.06 | 0 | |
| NegGrad+Accuracy Evaluation Protocol=NCC2026.04 | 56.45 | 36.78 |