Concept Unlearning on P4D
0.0027P4DTRUST (CIP loss)
Evaluation Results
| Method | Links | |
|---|---|---|
| TRUST (CIP loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.0027 | |
| TRUST (CSR loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.0046 | |
| MACEWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.146 | |
| RECEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.38 | |
| SAFREEWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.384 | |
| SAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.623 | |
| UCEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.667 | |
| SLD-MaxWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.742 | |
| ESDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.75 | |
| SLD-StrongWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.861 | |
| CAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.927 | |
| SDIDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.931 | |
| SLD-MediumWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.934 | |
| SD-v1.5Weights Modification=-, Training-Free=-, Preservation integrated=-2026.02 | 0.989 |