Machine Unlearning on RAF-DB (train)
100Accuracy Retentionpretrained
Evaluation results
| Method | Links | ||
|---|---|---|---|
| pretrainedDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=true2026.01 | 100 | 100 | |
| retrainedDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=false2026.01 | 100 | 0 | |
| LOFTDrm (Access to remaining data)=only Σpre_rm, Dfg (Access to forgetting data)=only Σpre_fg2026.01 | 100 | 0 | |
| L2ULDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 99.99 | 10.68 | |
| SalUnDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=true2026.01 | 99.98 | 0 | |
| FTDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=false2026.01 | 99.97 | 0 | |
| RLDrm (Access to remaining data)=true, Dfg (Access to forgetting data)=true2026.01 | 99.92 | 0 | |
| SalUnDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 99.83 | 12.46 | |
| BTDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 99.83 | 10.68 | |
| DELETEDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 99.72 | 9.25 | |
| RLDrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 98.96 | 15.66 | |
| GADrm (Access to remaining data)=false, Dfg (Access to forgetting data)=true2026.01 | 91.38 | 0.36 |