Generative Model Unlearning on CIFAR-10 (test)
100Utility ScoreRetrain
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RetrainTParams=100%2026.05 | 100 | — | — | — | — | — | 100 | 11.69 | |
| ESD2026.05 | 100 | — | — | — | — | — | — | 17.37 | |
| SEMU-remainTParams=1.8%2026.05 | 100 | — | — | — | — | — | 14.64 | 14.51 | |
| LUR2026.05 | 100 | — | — | — | — | — | — | 9.76 | |
| SFD2026.05 | 99.64 | — | — | — | — | — | — | 5.35 | |
| SEMU-subsetTParams=1.5%2026.05 | 99.4 | — | — | — | — | — | 14.71 | 13.93 | |
| EUPMU2026.05 | 99.22 | — | — | — | — | — | — | 22.57 | |
| SalUnTParams=50%2026.05 | 99.2 | — | — | — | — | — | 14.22 | 11.21 | |
| SEMUTParams=1.2%2026.05 | 95.6 | — | — | — | — | — | 14.87 | 16.93 | |
| BARRIERTParams=3.41%2026.05 | 95.2 | — | — | — | — | — | 98.62 | 12.02 | |
| BARRIER no remainTParams=3.41%2026.05 | 90.08 | — | — | — | — | — | 99.1 | 18.39 | |
| DiMUMSteps=10K, Assumption=i2025.12 | — | 0.26 | 0.414 | 0.566 | 0.719 | 0.627 | — | — | |
| DiMUMSteps=20K, Assumption=i2025.12 | — | 0.028 | 0.032 | 0.166 | 0.252 | 0.217 | — | — | |
| SalunSteps=10K, Assumption=i2025.12 | — | 0.647 | 0.747 | 0.807 | 0.916 | 0.866 | — | — | |
| SalunSteps=20K, Assumption=i2025.12 | — | 0.187 | 0.373 | 0.537 | 0.813 | 0.657 | — | — | |
| SfrontSteps=1K, Assumption=i2025.12 | — | 0.996 | 1 | 1 | 1 | 1 | — | — | |
| SfrontSteps=2K, Assumption=i2025.12 | — | 0.974 | 0.96 | 0.999 | 0.988 | 1 | — | — |