Concept Erasure on MMA
38ASR (%)UCE
Evaluation Results
| Method | Links | |
|---|---|---|
| UCETime (s)=1.2 (×0.33), White-Box Attack=✓2025.03 | 38 | |
| Flux.1-devstatus=Baseline reference without erasure2026.02 | 30.8 | |
| RACETime (s)=2910 (×800), White-Box Attack=✓2025.03 | 29 | |
| SPEED w/o ATTime (s)=3.6 (×1), White-Box Attack=✓2025.03 | 24 | |
| RECETime (s)=1.5 (×0.41), White-Box Attack=✓2025.03 | 20 | |
| ESD2026.02 | 15.4 | |
| EraseAnything2026.02 | 11.2 | |
| CAvariant=Model-base2026.02 | 7.9 | |
| Differential Vector Erasure2026.02 | 7.1 | |
| RecelerTime (s)=5560 (×1500), White-Box Attack=×2025.03 | 7 | |
| MACETime (s)=55 (×15), White-Box Attack=✓2025.03 | 4 | |
| CPETime (s)=500 (×138), White-Box Attack=×2025.03 | 1 | |
| SPEED w/ ATTime (s)=4.5 (×1.25), White-Box Attack=✓2025.03 | 1 | |
| AdvUnlearnTime (s)=15860 (×4400), White-Box Attack=✓2025.03 | 0 |