Concept Unlearning on UnlearnCanvas object concept unlearning
94.65Unlearning AccuracySAEmnesia
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAEmnesiaMethod Family=sparse autoencoder family2025.09 | 94.65 | 91.39 | 88.48 | 91.51 | |
| UCEMethod Family=non-SAE-based2025.09 | 94.31 | 39.35 | 34.67 | 56.11 | |
| ESDMethod Family=non-SAE-based2025.09 | 92.15 | 55.78 | 44.23 | 64.05 | |
| SAeUronMethod Family=sparse autoencoder family2025.09 | 87.16 | 85.57 | 74.14 | 82.29 | |
| SalUnMethod Family=non-SAE-based2025.09 | 86.91 | 96.35 | 99.59 | 94.28 | |
| EDiffMethod Family=non-SAE-based2025.09 | 86.67 | 94.03 | 48.48 | 76.39 | |
| SHSMethod Family=non-SAE-based2025.09 | 80.73 | 81.15 | 67.99 | 76.62 | |
| SPMMethod Family=non-SAE-based2025.09 | 71.25 | 90.79 | 81.65 | 81.23 | |
| CAMethod Family=non-SAE-based2025.09 | 46.67 | 90.11 | 81.97 | 72.92 | |
| FMNMethod Family=non-SAE-based2025.09 | 45.64 | 90.63 | 73.46 | 69.91 | |
| SEOTMethod Family=non-SAE-based2025.09 | 23.25 | 95.57 | 82.71 | 67.18 |