Concept Erasure on GCD v1.4 (test)
93.07Acc_rADVUNLEARN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ADVUNLEARNAttack=EEBshallow2025.04 | 93.07 | 0 | 7.69 | |
| UCEAttack=EEBsurface2025.04 | 92.16 | 7.68 | 0.04 | |
| ADVUNLEARNAttack=No Attack2025.04 | 91.68 | 0 | 0 | |
| ADVUNLEARNAttack=EEBdeep2025.04 | 91.68 | 0.08 | 57.08 | |
| MACEAttack=EEBshallow2025.04 | 91.64 | 4.32 | 0 | |
| No ErasureAttack=No Attack2025.04 | 91.6 | 92.04 | 0 | |
| UCEAttack=No Attack2025.04 | 91.44 | 0.4 | 0 | |
| UCEAttack=EEBshallow2025.04 | 91.44 | 0.48 | 68.88 | |
| MACEAttack=No Attack2025.04 | 91.28 | 1.92 | 0 | |
| ADVUNLEARNAttack=EEBsurface2025.04 | 91.16 | 0 | 44.13 | |
| UCEAttack=EEBdeep2025.04 | 91.12 | 2.08 | 82.48 | |
| MACEAttack=EEBdeep2025.04 | 91 | 7.36 | 49.16 | |
| UCEAttack=EEBdata2025.04 | 90.96 | 0.48 | 37.76 | |
| MACEAttack=EEBsurface2025.04 | 87.48 | 0.48 | 9.88 | |
| ESDAttack=EEBsurface2025.04 | 86.2 | 9.36 | 0.04 | |
| ESDAttack=EEBdata2025.04 | 84.88 | 5.88 | 20.8 | |
| ESDAttack=EEBshallow2025.04 | 84.72 | 7.4 | 15.56 | |
| ESDAttack=EEBdeep2025.04 | 84.08 | 2.4 | 55.04 | |
| ESDAttack=No Attack2025.04 | 83.88 | 3.88 | 0 | |
| MACEAttack=EEBdata2025.04 | 79.4 | 24 | 43.68 | |
| ADVUNLEARNAttack=EEBdata2025.04 | 74.28 | 0 | 0.32 | |
| RECEAttack=EEBdeep2025.04 | 73.04 | 8.76 | 79.72 | |
| RECELERAttack=EEBshallow2025.04 | 72.24 | 0.08 | 0.08 | |
| RECEAttack=No Attack2025.04 | 70.88 | 0.12 | 0 | |
| RECEAttack=EEBsurface2025.04 | 69.28 | 0.12 | 0.24 | |
| RECEAttack=EEBshallow2025.04 | 68.36 | 0.28 | 0 | |
| RECELERAttack=No Attack2025.04 | 67.44 | 0.08 | 0 | |
| RECELERAttack=EEBdeep2025.04 | 66.56 | 0.08 | 18.96 | |
| RECELERAttack=EEBsurface2025.04 | 61.4 | 0.08 | 0.08 | |
| RECELERAttack=EEBdata2025.04 | 55.16 | 0.04 | 36.32 | |
| RECEAttack=EEBdata2025.04 | 50.4 | 9.6 | 80.16 |