Concept Unlearning on I2P
0.0011I2PTRUST (CIP loss)
Evaluation Results
| Method | Links | |
|---|---|---|
| TRUST (CIP loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.0011 | |
| TRUST (CSR loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.0013 | |
| SalUnWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.02 | |
| MACEWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.023 | |
| SAeUronWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.024 | |
| SAFREEWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.034 | |
| SAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.062 | |
| RECEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.064 | |
| UCEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.103 | |
| SLD-MaxWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.115 | |
| SLD-StrongWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.131 | |
| ESDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.14 | |
| SLD-MediumWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.142 | |
| CAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.178 | |
| SD-v1.5Weights Modification=-, Training-Free=-, Preservation integrated=-2026.02 | 0.179 | |
| AdvUnlearnWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.26 | |
| SDIDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.27 |