Hierarchical Unlearning on Seal Hierarchy
74Seal PerformanceUCE
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UCE2026.03 | 74 | 55 | 60 | 59 | 79 | 98 | 87 | 100 | 100 | |
| ESD2026.03 | 68 | 53 | 49 | 42 | 62 | 91 | 52 | 100 | 100 | |
| MACE2026.03 | 67 | 58 | 24 | 16 | 68 | 95 | 41 | 100 | 100 | |
| AdvUnlearn2026.03 | 6 | 20 | 3 | 26 | 47 | 97 | 67 | 100 | 100 | |
| Receler2026.03 | 5 | 6 | 5 | 7 | 30 | 54 | 25 | 100 | 100 | |
| SurgUnBackbone=SD v1.52026.03 | 0 | 0 | 10 | 25 | 60 | 100 | 70 | 100 | 100 | |
| SurgUnBackbone=SDXL2026.03 | 0 | 10 | 10 | 30 | 90 | 100 | 70 | 100 | 100 | |
| SurgUnBackbone=SANA2026.03 | 0 | 0 | 0 | 0 | 74 | 65 | 60 | 100 | 100 |