Concept Unlearning on UnlearnDiffAtk
0.0118UnlearnDiffAtkTRUST (CIP loss)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRUST (CIP loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.0118 | — | |
| TRUST (CSR loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.0175 | — | |
| SALUNWeight Modification=true, Training based=true2026.02 | 0.098 | — | |
| TraSCEWeight Modification=false, Training based=false2026.02 | 0.169 | — | |
| MACEWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.176 | — | |
| EdiffWeight Modification=true, Training based=true2026.02 | 0.1831 | — | |
| HiRM-SWeight Modification=true, Training based=true2026.02 | 0.1901 | — | |
| SAeUronWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.197 | — | |
| AdvUnlearnWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 0.211 | — | |
| RECEWeight Modification=true, Training based=false2026.02 | 0.2183 | — | |
| HiRM-RWeight Modification=true, Training based=true2026.02 | 0.2254 | — | |
| SHSWeight Modification=true, Training based=true2026.02 | 0.2324 | — | |
| SAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.268 | — | |
| SAFREEWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.282 | — | |
| UCEWeight Modification=true, Training based=false2026.02 | 0.3521 | — | |
| SAFREEWeight Modification=false, Training based=false2026.02 | 0.4085 | — | |
| MACEWeight Modification=true, Training based=true2026.02 | 0.4103 | — | |
| CAWeight Modification=true, Training based=true2026.02 | 0.4296 | — | |
| UCEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.43 | — | |
| SLD-MaxWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.479 | — | |
| Diff-QWeight Modification=true, Training based=false2026.02 | 0.5352 | — | |
| SLD-StrongWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.57 | — | |
| SLD-MediumWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 0.648 | — | |
| RECEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 0.655 | — | |
| SDIDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.697 | — | |
| ESDWeight Modification=true, Training based=true2026.02 | 0.7465 | — | |
| ESDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.761 | — | |
| SD1.42026.02 | 0.7817 | — | |
| SD-v1.5Weights Modification=-, Training-Free=-, Preservation integrated=-2026.02 | 0.797 | — | |
| CAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 0.866 | — | |
| FIA2026.01 | 61.7 | — | |
| CP2026.01 | 64.8 | — | |
| ESD2026.01 | 76.1 | — | |
| SLD2026.01 | 82.4 | — | |
| UCE2026.01 | 93.2 | — | |
| FMN2026.01 | 97.9 | — | |
| CAvariant=Model-base2026.02 | — | 21.1 | |
| Differential Vector Erasure2026.02 | — | 9.9 | |
| EraseAnything2026.02 | — | 21.8 | |
| ESD2026.02 | — | 26.8 | |
| Flux.1-devstatus=Baseline reference without erasure2026.02 | — | 43 |