Class Unlearning on CIFAR-10 Automobile
2.25PULSA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAUnlearned Class=Automobile2025.10 | 2.25 | 92.89 | — | — | |
| ESDUnlearned Class=Automobile2025.10 | 8.97 | 73.48 | — | — | |
| SalUnUnlearned Class=Automobile2025.10 | 12.01 | 66.47 | — | — | |
| VDUUnlearned Class=Automobile2025.10 | 60.87 | 30.86 | — | — | |
| Fine-tuningUnlearned Class=Automobile2025.10 | 88.01 | 9.02 | — | — | |
| EraseDiffBackbone=DDPM, t_setup (s)=1429.62026.03 | — | — | 28.06 | 2.66 | |
| RetrainBackbone=DDPM, t_setup (s)=145601.42026.03 | — | — | 0 | 0 | |
| RetrainBackbone=SPM, t_setup (s)=90935.92026.03 | — | — | 0 | 0 | |
| SPMBackbone=SPM, t_setup (s)=<12026.03 | — | — | 0.1 | 0.38 |