Full-class forgetting on Fashion-MNIST (test)
84.13AccuracyCertified
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Certified2025.12 | 84.13 | 31.08 | 86.44 | 0.955 | 0.0647 | |
| EU-k1k=12025.12 | 80.06 | 83.48 | 90.5 | 0.3589 | 0.0464 | |
| ADV-UNIF2025.12 | 80.06 | 76.81 | 87.88 | 0.8433 | 0.0734 | |
| LCA2025.12 | 79.38 | 82.79 | 81.94 | 1.1011 | 0.0882 | |
| Q-MUL2025.12 | 77 | 79.64 | 86.94 | 0.5098 | 0.066 | |
| SCRUB2025.12 | 74.38 | 76.86 | 75.69 | 1.1356 | 0.1429 | |
| SCRUB(+R)2025.12 | 70.63 | 73.03 | 72.13 | 1.3214 | 0.167 | |
| NegGrad+2025.12 | 62.75 | 62.89 | 64.38 | 1.7576 | 0.2107 | |
| GA2025.12 | 16.63 | 13.49 | 17.38 | 6.5911 | 0.533 | |
| Fisher2025.12 | 15.25 | 12.07 | 16.56 | 5.8803 | 0.5202 | |
| CF-k1k=12025.12 | 13.63 | 10.87 | 14.44 | 6.2436 | 0.5373 |