Random Forgetting Unlearning on CIFAR-100
99.98Retention AccuracyRetrain
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RetrainTime (min)=33.92026.05 | 99.98 | 77.7 | 76.66 | 0 | 47.39 | |
| FTTime (min)=1.652026.05 | 99.98 | 99.96 | 78.38 | 23.98 | 18.2 | |
| l1-sparseTime (min)=1.792026.05 | 99.93 | 79.45 | 73.02 | 5.44 | 50.67 | |
| UAMTime (min)=2.412026.05 | 99.86 | 78.16 | 74.7 | 2.54 | 38.55 | |
| ROSUTime (min)=2.982026.05 | 99.78 | 77.98 | 76.85 | 0.67 | 41.37 | |
| OrthoGradTime (min)=7.512026.05 | 99.64 | 76.72 | 69.05 | 8.93 | 32.99 | |
| IUTime (min)=0.592026.05 | 97.51 | 96.59 | 71.28 | 26.74 | 10.46 | |
| GUTime (min)=7.462026.05 | 96.48 | 96.45 | 73.05 | 25.86 | 9.91 | |
| PCGradTime (min)=2.092026.05 | 95.88 | 78.22 | 69.48 | 11.8 | 29.75 | |
| NGTime (min)=1.672026.05 | 32.71 | 31.53 | 25.79 | 164.31 | 65.2 | |
| FFTime (min)=11.172026.05 | 1.08 | 0.99 | 1.06 | 251.21 | 33.69 |