Machine Unlearning on ToxiGen (train)
85.06Accuracy ($D_f$)Original
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original2026.03 | 85.06 | 97.77 | 92.33 | |
| SSD2026.03 | 67.78 | 91.83 | 90.76 | |
| SCRUB2026.03 | 56.15 | 91.95 | 84.79 | |
| Munba2026.03 | 51.09 | 99.31 | 90.06 | |
| FT2026.03 | 50.04 | 99.87 | 99.43 | |
| GA2026.03 | 46.26 | 70.25 | 79.43 | |
| ℓ1-sparse2026.03 | 45.64 | 86.33 | 80.46 | |
| DELETE2026.03 | 42.86 | 67.85 | 79.06 | |
| GDR2026.03 | 20.54 | 86.15 | 91.3 | |
| SalUn2026.03 | 13.66 | 60.8 | 85.3 | |
| Our method2026.03 | 11.95 | 88.88 | 92.73 | |
| Two-Stage Machine Unlearning2026.03 | 11.95 | 88.88 | 92.73 | |
| Retrain2026.03 | 8.58 | 93.71 | 91.5 |