Concept Unlearning on Ring-A-Bell
0.83Ring-A-Bell ScoreTRUST (CIP loss)
Evaluation results
| Method | Links | |
|---|---|---|
| TRUST (CIP loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.83 | |
| TRUST (CSR loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.93 | |
| SLD2026.01 | 4.8 | |
| FMN2026.01 | 5.6 | |
| MACEWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 7.6 | |
| SAFREEWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 11.4 | |
| RECEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 13.4 | |
| SAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 32.9 | |
| UCEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 33.1 | |
| ESDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 52.8 | |
| SLD-MaxWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 57 | |
| CP2026.01 | 59.8 | |
| ESD2026.01 | 60.8 | |
| SLD-StrongWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 62 | |
| SLD-MediumWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 64.6 | |
| SDIDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 69.6 | |
| UCE2026.01 | 74.2 | |
| CAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 77.3 | |
| SD-v1.5Weights Modification=-, Training-Free=-, Preservation integrated=-2026.02 | 83.5 | |
| FIA2026.01 | 87.9 |