Full-class forgetting on MNIST (retain)
85.5AccuracyEU-k1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EU-k1k=12025.12 | 85.5 | 1.15 | 0.24 | 52 | |
| CF-k1k=12025.12 | 84 | 0.892 | 0.188 | 47 | |
| Certified2025.12 | 84 | 0.87 | 0.181 | 45 | |
| SCRUB2025.12 | 83.75 | 0.88 | 0.186 | 45.5 | |
| NegGrad+2025.12 | 83.5 | 0.875 | 0.185 | 45.5 | |
| GA2025.12 | 82.97 | 0.862 | 0.182 | 48 | |
| LCA2025.12 | 82 | 0.955 | 0.21 | 46 | |
| Fisher2025.12 | 81.25 | 0.91 | 0.19 | 46 | |
| SCRUB(+R)reinitialization=true2025.12 | 81.2 | 0.902 | 0.192 | 46.5 | |
| ADV-UNIF2025.12 | 81 | 0.98 | 0.22 | 46.5 | |
| Q-MUL2025.12 | 80.5 | 0.94 | 0.2 | 49 | |
| EU-k12025.12 | 76 | 0.72 | 0.15 | — | |
| LCA2025.12 | 75 | 0.905 | 0.192 | — | |
| Certified2025.12 | 74.5 | 0.83 | 0.18 | — | |
| SCRUBmode=+R2025.12 | 73 | 0.995 | 0.205 | — | |
| SCRUB2025.12 | 72 | 1.07 | 0.218 | — | |
| CF-k12025.12 | 71.5 | 1.045 | 0.212 | — | |
| GA2025.12 | 71 | 1.05 | 0.21 | — | |
| NegGrad+2025.12 | 70.5 | 1.06 | 0.215 | — | |
| ADV-UNIF2025.12 | 70 | 1.01 | 0.208 | — | |
| Fisher2025.12 | 69.5 | 1.08 | 0.22 | — | |
| Q-MUL2025.12 | 69 | 1.14 | 0.24 | — |