Machine Unlearning on ImageNet 1K (ToW Metrics)
78.975Time-over-Weight (High)NegGrad + ASAM 1.0
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NegGrad + ASAM 1.0Initialization A=ASAM 0.12025.06 | 78.975 | 83.358 | 91.843 | 84.725 | |
| NegGrad + ASAM 1.0Initialization A=SGD2025.06 | 78.966 | 83.389 | 92.174 | 84.843 | |
| NegGradInitialization A=SGD2025.06 | 78.764 | 84.199 | 88.515 | 83.826 | |
| NegGrad + ASAM 0.1Initialization A=ASAM 1.02025.06 | 78.762 | 84.267 | 90.579 | 84.536 | |
| NegGradInitialization A=ASAM 1.02025.06 | 78.522 | 83.929 | 89.947 | 84.133 | |
| NegGrad + ASAM 0.1Initialization A=SGD2025.06 | 78.52 | 84.113 | 89.188 | 83.94 | |
| NegGradInitialization A=ASAM 0.12025.06 | 78.426 | 83.93 | 86.651 | 83.002 | |
| NegGrad + ASAM 0.1Initialization A=ASAM 0.12025.06 | 78.366 | 84.07 | 89.098 | 83.845 | |
| NegGrad + SAM 0.1Initialization A=ASAM 0.12025.06 | 78.301 | 83.04 | 91.722 | 84.354 | |
| NegGrad + ASAM 0.1Initialization A=SAM 0.12025.06 | 78.083 | 84.062 | 89.973 | 84.039 | |
| NegGradInitialization A=SAM 0.12025.06 | 78.03 | 84.176 | 88.839 | 83.682 | |
| NegGrad + ASAM 1.0Initialization A=ASAM 1.02025.06 | 78.027 | 83.326 | 92.772 | 84.708 | |
| NegGrad + SAM 0.1Initialization A=SGD2025.06 | 77.898 | 82.985 | 92.841 | 84.575 | |
| NegGrad + ASAM 1.0Initialization A=SAM 0.12025.06 | 77.762 | 83.284 | 92.617 | 84.554 | |
| NegGrad + SAM 0.1Initialization A=ASAM 1.02025.06 | 77.388 | 82.473 | 93.429 | 84.43 | |
| NegGrad + SAM 0.1Initialization A=SAM 0.12025.06 | 76.807 | 82.587 | 92.829 | 84.074 | |
| RL + ASAM 1.0Initialization A=ASAM 0.12025.06 | 75.221 | 85.473 | 90.425 | 83.707 | |
| RL + ASAM 1.0Initialization A=SGD2025.06 | 74.951 | 85.581 | 91.069 | 83.867 | |
| RLInitialization A=ASAM 0.12025.06 | 74.857 | 86.462 | 86.192 | 82.504 | |
| RLInitialization A=SGD2025.06 | 74.598 | 86.617 | 86.714 | 82.643 | |
| RLInitialization A=ASAM 1.02025.06 | 74.317 | 86.813 | 87.63 | 82.92 | |
| RLInitialization A=SAM 0.12025.06 | 74.055 | 86.715 | 88.594 | 83.121 | |
| RL + ASAM 1.0Initialization A=ASAM 1.02025.06 | 73.95 | 85.393 | 91.516 | 83.62 | |
| RL + ASAM 1.0Initialization A=SAM 0.12025.06 | 73.579 | 85.494 | 91.74 | 83.604 | |
| SalUn + ASAM 1.0Initialization A=ASAM 0.12025.06 | 46.938 | 71.268 | 95.224 | 71.143 | |
| SalUn + ASAM 1.0Initialization A=SAM 0.12025.06 | 46.358 | 72.034 | 95.791 | 71.394 | |
| SalUnInitialization A=ASAM 0.12025.06 | 46.104 | 71.735 | 94.652 | 70.83 | |
| SalUnInitialization A=SAM 0.12025.06 | 46.006 | 72.419 | 95.218 | 71.214 | |
| SalUn + ASAM 1.0Initialization A=SGD2025.06 | 45.998 | 71.554 | 95.628 | 71.06 | |
| SalUn + ASAM 1.0Initialization A=ASAM 1.02025.06 | 45.856 | 71.695 | 95.924 | 71.158 | |
| SalUnInitialization A=ASAM 1.02025.06 | 45.814 | 72.308 | 95.116 | 71.079 | |
| SalUnInitialization A=SGD2025.06 | 44.981 | 71.839 | 95.008 | 70.609 |