Image Classification on MNIST (test) (Unlearning Metrics)
77.48Pretrain Accuracyf-FUM (KL-KL)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| f-FUM (KL-KL)Confuse=10, Removed (%)=62026.02 | 77.48 | 94.87 | |
| f-FUM (KL-JS)Confuse=10, Removed (%)=62026.02 | 77.48 | 98.09 | |
| f-FUM (KL-χ²)Confuse=10, Removed (%)=62026.02 | 77.48 | 93.21 | |
| NoTConfuse=10, Removed (%)=62026.02 | 77.48 | 73.52 | |
| HalimiConfuse=10, Removed (%)=62026.02 | 77.48 | 95.27 | |
| f-FUM (KL-KL)Confuse=5, Removed (%)=102026.02 | 24.99 | 91.39 | |
| f-FUM (KL-JS)Confuse=5, Removed (%)=102026.02 | 24.99 | 97.49 | |
| f-FUM (KL-χ²)Confuse=5, Removed (%)=102026.02 | 24.99 | 85.9 | |
| NoTConfuse=5, Removed (%)=102026.02 | 24.99 | 9.87 | |
| HalimiConfuse=5, Removed (%)=102026.02 | 24.99 | 92.26 | |
| f-FUM (KL-KL)Confuse=5, Removed (%)=62026.02 | 20.42 | 98.8 | |
| f-FUM (KL-JS)Confuse=5, Removed (%)=62026.02 | 20.42 | 97.78 | |
| f-FUM (KL-χ²)Confuse=5, Removed (%)=62026.02 | 20.42 | 82.82 | |
| NoTConfuse=5, Removed (%)=62026.02 | 20.42 | 9.78 | |
| HalimiConfuse=5, Removed (%)=62026.02 | 20.42 | 98.61 |