Object concept unlearning on UnlearnCanvas
94.65Unlearning Accuracy (UA)SAEmnesia
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAEmnesiaBase SAE architecture=SAEmnesia2026.06 | 94.65 | 91.39 | 88.48 | 91.51 | 49.8 | 81.18 | |
| SAEmnesia2026.06 | 94.65 | 91.39 | 88.48 | 91.51 | — | — | |
| UCE2026.06 | 94.31 | 39.35 | 34.67 | 56.11 | — | — | |
| G-SAE + PERBase SAE architecture=G-SAE, Patch Embedding Replacement (PER)=Enabled2026.06 | 94.02 | 96.11 | 95.87 | 95.33 | 22.5 | 90.88 | |
| G-SAE + PERp=12026.06 | 94.02 | 96.11 | 95.87 | 95.33 | — | — | |
| ESD2026.06 | 92.15 | 55.78 | 44.23 | 64.05 | — | — | |
| SAEmnesia + PERBase SAE architecture=SAEmnesia, Patch Embedding Replacement (PER)=Enabled2026.06 | 91.37 | 91.92 | 97.97 | 93.45 | 15.5 | 91.44 | |
| SAEmnesia + PERp=12026.06 | 91.37 | 91.92 | 97.97 | 93.45 | — | — | |
| SAeUronBase SAE architecture=SAeUron2026.06 | 87.16 | 85.57 | 74.14 | 82.29 | 57 | 72.47 | |
| SAeUron2026.06 | 87.16 | 85.57 | 74.14 | 82.29 | — | — | |
| SalUn2026.06 | 86.91 | 96.35 | 99.59 | 94.28 | — | — | |
| EDiff2026.06 | 86.67 | 94.03 | 48.48 | 76.39 | — | — | |
| SAeUron + PERBase SAE architecture=SAeUron, Patch Embedding Replacement (PER)=Enabled2026.06 | 85.37 | 81.14 | 86.55 | 84.35 | 16.3 | 84.19 | |
| SAeUron + PERp=12026.06 | 85.37 | 81.14 | 86.55 | 84.35 | — | — | |
| SHS2026.06 | 80.73 | 81.15 | 67.99 | 76.62 | — | — | |
| G-SAEBase SAE architecture=G-SAE2026.06 | 78.14 | 96.14 | 95.56 | 89.94 | 43.1 | 81.69 | |
| G-SAE2026.06 | 78.14 | 96.14 | 95.56 | 89.94 | — | — | |
| SPM2026.06 | 71.25 | 90.79 | 81.65 | 81.23 | — | — | |
| CA2026.06 | 46.67 | 90.11 | 81.97 | 72.92 | — | — | |
| FMN2026.06 | 45.64 | 90.63 | 73.46 | 69.91 | — | — | |
| SEOT2026.06 | 23.25 | 95.57 | 82.71 | 67.18 | — | — | |
| SDXL Turbo SAE + PERBase SAE architecture=SDXL Turbo SAE, Patch Embedding Replacement (PER)=Enabled2026.06 | 14.41 | 86.06 | — | 50.24 | 8 | 64.16 | |
| SDXL Turbo SAEBase SAE architecture=SDXL Turbo SAE2026.06 | 13.92 | 85.55 | — | 49.74 | 61 | 46.15 |