Concept Unlearning on UnlearnCanvas
94.85Total Avg. AccSAEmnesia
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SAEmnesiaMemory (GB)=2.8, Storage (GB)=0.22025.09 | 94.85 | 56.15 | |
| SalUnExplicit maintenance=true2026.03 | 92.77 | 61.05 | |
| SalUnMemory (GB)=30.8, Storage (GB)=4.02025.09 | 92.43 | 61.05 | |
| SAeUronMemory (GB)=2.8, Storage (GB)=0.22025.09 | 90.1 | 62.69 | |
| MiM-MUExplicit maintenance=false2026.03 | 89.42 | 49.14 | |
| EDiffExplicit maintenance=true2026.03 | 82.41 | 81.42 | |
| EDiffMemory (GB)=27.8, Storage (GB)=4.02025.09 | 82.41 | 81.42 | |
| SDDExplicit maintenance=false2026.03 | 81 | 70.4 | |
| SPMExplicit maintenance=true2026.03 | 80.23 | 59.79 | |
| SPMMemory (GB)=6.9, Storage (GB)=0.02025.09 | 80.23 | 59.79 | |
| CAExplicit maintenance=true2026.03 | 78.38 | 54.21 | |
| CAMemory (GB)=10.1, Storage (GB)=4.22025.09 | 78.05 | 54.21 | |
| ESDExplicit maintenance=false2026.03 | 77.61 | 65.55 | |
| ESDMemory (GB)=17.8, Storage (GB)=4.32025.09 | 77.61 | 65.55 | |
| SHSExplicit maintenance=true2026.03 | 74.91 | 119.34 | |
| SHSMemory (GB)=31.2, Storage (GB)=4.02025.09 | 74.9 | 119.34 | |
| SEOTExplicit maintenance=true2026.03 | 72.91 | 62.38 | |
| SEOTMemory (GB)=7.34, Storage (GB)=0.02025.09 | 72.91 | 62.38 | |
| FMNExplicit maintenance=false2026.03 | 66.93 | 131.37 | |
| FMNMemory (GB)=17.9, Storage (GB)=4.22025.09 | 66.93 | 131.37 | |
| UCEExplicit maintenance=true2026.03 | 62.45 | 182.01 | |
| UCEMemory (GB)=5.1, Storage (GB)=1.72025.09 | 62.45 | 182.01 |