Machine Unlearning Utility (ToW Metrics) on CIFAR-100
82.86ToW (High)NegGrad + SAM 0.1
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NegGrad + SAM 0.1Initialization A=ASAM 0.12025.06 | 82.86 | 77.94 | 94.179 | 84.993 | |
| NegGrad + ASAM 1.0Initialization A=ASAM 0.12025.06 | 82.196 | 84.391 | 90.502 | 85.696 | |
| NegGrad + SAM 0.1Initialization A=SGD2025.06 | 81.331 | 75.059 | 94.151 | 83.514 | |
| NegGrad + ASAM 1.0Initialization A=SGD2025.06 | 80.806 | 81.465 | 87.052 | 83.108 | |
| NegGrad + ASAM 0.1Initialization A=ASAM 0.12025.06 | 80.336 | 87.539 | 87.671 | 85.182 | |
| NegGradInitialization A=ASAM 0.12025.06 | 79.277 | 86.454 | 88.637 | 84.789 | |
| NegGrad + ASAM 1.0Initialization A=ASAM 1.02025.06 | 78.731 | 79.264 | 93.249 | 83.748 | |
| NegGradInitialization A=SGD2025.06 | 78.334 | 83.335 | 83.718 | 81.796 | |
| NegGrad + ASAM 0.1Initialization A=SGD2025.06 | 78.131 | 82.846 | 86.78 | 82.586 | |
| NegGrad + ASAM 0.1Initialization A=ASAM 1.02025.06 | 77.331 | 79.074 | 88.039 | 81.482 | |
| NegGradInitialization A=ASAM 1.02025.06 | 77.274 | 78.59 | 85.443 | 80.436 | |
| NegGrad + SAM 0.1Initialization A=ASAM 1.02025.06 | 74.704 | 70.898 | 95.898 | 80.5 | |
| SalUn + ASAM 1.0Initialization A=SGD2025.06 | 73.268 | 92.225 | 88.175 | 84.556 | |
| RL + ASAM 1.0Initialization A=SAM 0.12025.06 | 72.884 | 88.633 | 78.066 | 79.861 | |
| NegGrad + ASAM 1.0Initialization A=SAM 0.12025.06 | 72.518 | 75.653 | 86.759 | 78.31 | |
| SalUn + ASAM 1.0Initialization A=ASAM 0.12025.06 | 71.426 | 89.182 | 86.13 | 82.246 | |
| SalUn + ASAM 1.0Initialization A=SAM 0.12025.06 | 70.933 | 92.914 | 86.477 | 83.441 | |
| NegGrad + ASAM 0.1Initialization A=SAM 0.12025.06 | 70.054 | 74.158 | 78.087 | 74.1 | |
| RL + ASAM 1.0Initialization A=SGD2025.06 | 69.952 | 86.779 | 74.409 | 77.047 | |
| SalUnInitialization A=SGD2025.06 | 69.926 | 83.056 | 71.73 | 74.904 | |
| RL + ASAM 1.0Initialization A=ASAM 1.02025.06 | 69.73 | 91.124 | 80.321 | 80.392 | |
| SalUnInitialization A=SAM 0.12025.06 | 69.671 | 90.495 | 75.281 | 78.482 | |
| RLInitialization A=SGD2025.06 | 68.464 | 84.395 | 72.4 | 75.086 | |
| NegGradInitialization A=SAM 0.12025.06 | 67.826 | 74.145 | 76.374 | 72.78 | |
| SalUn + ASAM 1.0Initialization A=ASAM 1.02025.06 | 67.715 | 93.401 | 89.289 | 83.468 | |
| SalUnInitialization A=ASAM 1.02025.06 | 67.355 | 89.768 | 79.095 | 78.739 | |
| SCRUBInitialization A=ASAM 0.12025.06 | 67.163 | 79.09 | 10.823 | 52.359 | |
| RL + ASAM 1.0Initialization A=ASAM 0.12025.06 | 66.909 | 86.557 | 69.375 | 74.28 | |
| L1-Sparse + ASAM 1.0Initialization A=SGD2025.06 | 66.903 | 75.554 | 58.967 | 67.141 | |
| RLInitialization A=ASAM 1.02025.06 | 66.689 | 86.411 | 69.677 | 74.259 | |
| SalUnInitialization A=ASAM 0.12025.06 | 66.541 | 83.377 | 71.95 | 73.956 | |
| L1-Sparse + ASAM 1.0Initialization A=ASAM 0.12025.06 | 66.213 | 77.119 | 66.697 | 70.01 | |
| L1-SparseInitialization A=SAM 0.12025.06 | 65.258 | 71.941 | 59.014 | 65.404 | |
| L1-Sparse + ASAM 1.0Initialization A=ASAM 1.02025.06 | 65.117 | 73.754 | 62.517 | 67.129 | |
| NegGrad + SAM 0.1Initialization A=SAM 0.12025.06 | 65.08 | 66.089 | 95.078 | 75.416 | |
| RLInitialization A=ASAM 0.12025.06 | 64.518 | 80.215 | 69.711 | 71.481 | |
| RLInitialization A=SAM 0.12025.06 | 64.391 | 85.481 | 70.55 | 73.474 | |
| L1-SparseInitialization A=ASAM 0.12025.06 | 63.699 | 72.775 | 60.34 | 65.605 | |
| L1-SparseInitialization A=SGD2025.06 | 63.448 | 68.686 | 53.991 | 62.042 | |
| L1-Sparse + ASAM 1.0Initialization A=SAM 0.12025.06 | 63.051 | 74.556 | 65.117 | 67.575 | |
| L1-SparseInitialization A=ASAM 1.02025.06 | 61.252 | 68.197 | 61.47 | 63.64 | |
| SCRUB + ASAM 1.0Initialization A=ASAM 0.12025.06 | 60.515 | 80.204 | 97.508 | 79.409 | |
| SCRUBInitialization A=SGD2025.06 | 58.418 | 76.125 | 12.708 | 49.084 | |
| SCRUBInitialization A=ASAM 1.02025.06 | 57.816 | 73.176 | 58.483 | 63.158 | |
| SCRUB + ASAM 1.0Initialization A=SGD2025.06 | 50.313 | 73.353 | 97.631 | 73.766 | |
| SCRUB + ASAM 1.0Initialization A=ASAM 1.02025.06 | 48.569 | 73.09 | 97.776 | 73.145 | |
| SCRUBInitialization A=SAM 0.12025.06 | 43.246 | 68.433 | 17.368 | 43.016 | |
| SCRUB + ASAM 1.0Initialization A=SAM 0.12025.06 | 18.137 | 61.618 | 97.933 | 59.229 |