Machine Unlearning on CIFAR-100 10 classes
96.9Retain AccuracyDelete
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeleteBackbone=ViT-Small, Rank=322026.06 | 96.9 | — | 5.76 | 0.038 | |
| SalUnBackbone=ViT-Small, Rank=322026.06 | 92.14 | — | 61.74 | 0.116 | |
| TrustEraseBackbone=ViT-Small, Rank=322026.06 | 89.03 | — | 0 | 0.38 | |
| Boundary ExpandBackbone=ViT-Small, Rank=322026.06 | 88.64 | — | 58.78 | 0.012 | |
| FinetuneBackbone=ViT-Small, Rank=322026.06 | 87.28 | — | 60.11 | 0.79 | |
| L2ULBackbone=ViT-Small, Rank=322026.06 | 83.07 | — | 80.91 | 0.964 | |
| Gradient AscentBackbone=ViT-Small, Rank=322026.06 | 83 | — | 81.7 | 0.964 | |
| Retain-only RetrainEvaluation Protocol=Output2026.04 | 76.5 | 0 | — | — | |
| Retain-only RetrainAccuracy Evaluation Protocol=Output2026.04 | 76.5 | 0 | — | — | |
| Salun with CMFEvaluation Protocol=Linear Probe2026.04 | 75.18 | 67.2 | — | — | |
| Salun with CMFEvaluation Protocol=NCC2026.04 | 75.03 | 65.2 | — | — | |
| Random-label with CMFEvaluation Protocol=Linear Probe2026.04 | 74.98 | 66.44 | — | — | |
| Salun with CMFEvaluation Protocol=Output2026.04 | 74.98 | 62.1 | — | — | |
| Random-label with CMFEvaluation Protocol=Output2026.04 | 74.85 | 54.4 | — | — | |
| Random-label with CMFEvaluation Protocol=NCC2026.04 | 74.82 | 60.24 | — | — | |
| SCRUBAccuracy Evaluation Protocol=Output2026.04 | 74.56 | 0.32 | — | — | |
| Retain-only FTAccuracy Evaluation Protocol=Output2026.04 | 74.53 | 64.96 | — | — | |
| OriginalEvaluation Protocol=Output2026.04 | 74.47 | 75.88 | — | — | |
| OriginalAccuracy Evaluation Protocol=Output2026.04 | 74.47 | 75.88 | — | — | |
| OriginalEvaluation Protocol=Linear Probe2026.04 | 74.38 | 75.9 | — | — | |
| OriginalAccuracy Evaluation Protocol=Linear Probe2026.04 | 74.38 | 75.9 | — | — | |
| OriginalEvaluation Protocol=NCC2026.04 | 74.28 | 75.68 | — | — | |
| OriginalAccuracy Evaluation Protocol=NCC2026.04 | 74.28 | 75.68 | — | — | |
| Scrub with CMFEvaluation Protocol=Output2026.04 | 74.27 | 35.02 | — | — | |
| Scrub with CMFEvaluation Protocol=Linear Probe2026.04 | 74.18 | 58.34 | — | — | |
| Scrub with CMFEvaluation Protocol=NCC2026.04 | 74.12 | 42.82 | — | — | |
| Retain-only FTAccuracy Evaluation Protocol=NCC2026.04 | 74.08 | 73.56 | — | — | |
| Retain-only FTAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.97 | 74.5 | — | — | |
| UNSIRAccuracy Evaluation Protocol=Output2026.04 | 73.58 | 14.58 | — | — | |
| SVDAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.38 | 74.08 | — | — | |
| SVDAccuracy Evaluation Protocol=NCC2026.04 | 73.33 | 72.22 | — | — | |
| SVDAccuracy Evaluation Protocol=Output2026.04 | 73.1 | 55.56 | — | — | |
| SCRUBAccuracy Evaluation Protocol=Linear Probe2026.04 | 73.05 | 66.92 | — | — | |
| SalUnAccuracy Evaluation Protocol=Output2026.04 | 72.92 | 0.06 | — | — | |
| UNSIR with CMFEvaluation Protocol=Output2026.04 | 72.61 | 9.16 | — | — | |
| UNSIR with CMFEvaluation Protocol=Linear Probe2026.04 | 72.51 | 20.98 | — | — | |
| UNSIR with CMFEvaluation Protocol=NCC2026.04 | 72.48 | 9.94 | — | — | |
| NegGrad+ with CMFEvaluation Protocol=Linear Probe2026.04 | 72.35 | 50.62 | — | — | |
| SCRUBAccuracy Evaluation Protocol=NCC2026.04 | 72.35 | 53.58 | — | — | |
| NegGrad+Accuracy Evaluation Protocol=Linear Probe2026.04 | 72.2 | 62.32 | — | — | |
| Random-labelAccuracy Evaluation Protocol=Output2026.04 | 72.19 | 0 | — | — | |
| UNSIRAccuracy Evaluation Protocol=Linear Probe2026.04 | 72.15 | 67.64 | — | — | |
| SalUnAccuracy Evaluation Protocol=Linear Probe2026.04 | 72.1 | 72.66 | — | — | |
| Random-labelAccuracy Evaluation Protocol=Linear Probe2026.04 | 72.08 | 72.08 | — | — | |
| NegGrad+ with CMFEvaluation Protocol=NCC2026.04 | 71.75 | 41.54 | — | — | |
| NegGrad+ with CMFEvaluation Protocol=Output2026.04 | 71.45 | 30.38 | — | — | |
| UNSIRAccuracy Evaluation Protocol=NCC2026.04 | 71.26 | 59.24 | — | — | |
| Retain-only RetrainEvaluation Protocol=NCC2026.04 | 70.98 | 43.18 | — | — | |
| Retain-only RetrainAccuracy Evaluation Protocol=NCC2026.04 | 70.98 | 43.18 | — | — | |
| NegGrad+Accuracy Evaluation Protocol=Output2026.04 | 70.8 | 0.28 | — | — | |
| Random-labelAccuracy Evaluation Protocol=NCC2026.04 | 70.67 | 62.22 | — | — | |
| SalUnAccuracy Evaluation Protocol=NCC2026.04 | 70.62 | 63.34 | — | — | |
| NegGrad+Accuracy Evaluation Protocol=NCC2026.04 | 70.08 | 41.24 | — | — | |
| Retain-only RetrainEvaluation Protocol=Linear Probe2026.04 | 69.34 | 60.94 | — | — | |
| Retain-only RetrainAccuracy Evaluation Protocol=Linear Probe2026.04 | 69.34 | 60.94 | — | — | |
| Boundary ShrinkBackbone=ViT-Small, Rank=322026.06 | 54.18 | — | 21.51 | 0.841 | |
| Random LabelBackbone=ViT-Small, Rank=322026.06 | 42.57 | — | 4.79 | 0.971 | |
| Bad TeacherBackbone=ViT-Small, Rank=322026.06 | 12.44 | — | 0.86 | 0.988 |