Machine Unlearning on CIFAR-10 Random forgetting
99.99RARetrain
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Retrain2026.05 | 99.99 | 95.11 | 94.38 | 0 | 11.61 | 33.8 | |
| OrthoGrad2026.05 | 99.97 | 94.81 | 92.65 | 2.05 | 7.81 | 7.6 | |
| ROSU2026.05 | 99.84 | 95.13 | 94.29 | 0.26 | 7.88 | 2.92 | |
| UAM2026.05 | 99.79 | 96.25 | 93.29 | 2.43 | 8.02 | 2.44 | |
| FT2026.05 | 99.29 | 99.06 | 93.28 | 5.75 | 4.07 | 1.64 | |
| GU2026.05 | 98.6 | 98.77 | 92.96 | 6.47 | 3.78 | 7.59 | |
| PCGrad2026.05 | 98.48 | 95.57 | 92.27 | 4.08 | 8.85 | 1.99 | |
| ℓ1-sparse2026.05 | 98.22 | 96.43 | 92.13 | 5.34 | 8.2 | 1.77 | |
| IU2026.05 | 95.72 | 95.67 | 89.89 | 9.32 | 6.87 | 0.59 | |
| FF2026.05 | 79.72 | 80.02 | 77.22 | 52.52 | 40.24 | 1.16 | |
| NG2026.05 | 64.3 | 64.18 | 60.74 | 100.26 | 4.27 | 1.63 |