Unlearning on OfficeHome T1 1.0 (test)
63.6A -> COriginal (SF(DA)2)
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Original (SF(DA)2)Measurement=Remaining Accuracy2026.04 | 63.6 | 78.2 | — | — | 80.3 | 86.7 | 78.6 | 81.9 | 87.4 | 76.5 | 62.2 | 89.5 | 81.3 | 63.4 | 87.1 | 78.2 | |
| C-SCADA-ULMeasurement=Remaining Accuracy2026.04 | 63.1 | 77.3 | — | — | 79.1 | 86.2 | 77.4 | 80.5 | 86.6 | 76.1 | 61 | 89.2 | 79.9 | 62.1 | 86.6 | 77.3 | |
| Original (SF(DA)2)Measurement=Forget Accuracy2026.04 | 43.8 | — | 55 | — | 61.4 | 75.4 | 59.8 | 55.7 | 66.9 | 46 | 26.2 | 62.1 | 58.4 | 40.3 | 63.4 | 55 | |
| UNSIRMeasurement=Remaining Accuracy2026.04 | 30.9 | 37.2 | — | — | 54.3 | 52.5 | 16 | 60.2 | 48.1 | 17.8 | 15.5 | 52 | 16 | 24.5 | 59.1 | 37.2 | |
| RetrainMeasurement=Unlearning Score2026.04 | 0.65 | — | — | 78 | 0.8 | 0.87 | 0.78 | 0.83 | 0.88 | 0.78 | 0.63 | 0.88 | 0.77 | 0.66 | 0.85 | 0.78 | |
| C-SCADA-ULMeasurement=Forget Accuracy2026.04 | 0 | — | 0 | — | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |