Concept Unlearning on HUB IP category
85.5Target SuccessSD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SDUnlearning approach=Training-based2026.05 | 85.5 | 66.3 | 42.5 | 13.2 | 33.1 | |
| CUREUnlearning approach=Closed-form2026.05 | 46.3 | 58.3 | 29.5 | 13.91 | 57.1 | |
| PUREUnlearning approach=Closed-form2026.05 | 7.7 | 59.8 | 11.4 | 13.58 | 68.3 | |
| MACEUnlearning approach=Training-based2026.05 | 2.9 | 33.7 | 2.3 | 12.87 | 57.8 | |
| ESDUnlearning approach=Training-based2026.05 | 1.4 | 31 | 0.9 | 13.96 | 55.1 | |
| UCEUnlearning approach=Closed-form2026.05 | 1.1 | 48.2 | 1.1 | 14.06 | 65.4 | |
| RECELERUnlearning approach=Training-based2026.05 | 0.6 | 15.2 | 1 | 13.92 | 37.7 |