Class-wise Forgetting Unlearning on CIFAR-100
99.98Retention Accuracy (RA)Retrain
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RetrainTime (min)=36.82026.05 | 99.98 | 0 | 77.8 | 0 | 100 | |
| FTTime (min)=1.792026.05 | 99.98 | 84.44 | 78.34 | 84.98 | 99.42 | |
| FFTime (min)=11.242026.05 | 99.98 | 0 | 77.53 | 0.27 | 100 | |
| l1-sparseTime (min)=1.992026.05 | 99.98 | 0 | 74.92 | 2.88 | 100 | |
| ROSUTime (min)=3.222026.05 | 99.98 | 0.12 | 77.78 | 0.14 | 100 | |
| UAMTime (min)=2.782026.05 | 99.97 | 0.18 | 76.63 | 1.36 | 100 | |
| PCGradTime (min)=2.432026.05 | 99.24 | 0.99 | 74.06 | 5.47 | 100 | |
| IUTime (min)=0.572026.05 | 99.08 | 10.28 | 73.83 | 15.15 | 99.34 | |
| OrthoGradTime (min)=8.182026.05 | 97.3 | 1.68 | 71.7 | 10.46 | 98.74 | |
| GUTime (min)=8.342026.05 | 90.34 | 1.28 | 66.46 | 22.26 | 98.9 | |
| NGTime (min)=1.822026.05 | 53.58 | 10.12 | 38.83 | 95.49 | 89.78 |