Machine Unlearning on CINIC-10 Proxy-Retain (train test)
97.31AuOriginal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginalArchitecture=ResNet182025.03 | 97.31 | 48.55 | 81.97 | — | |
| SSDArchitecture=ResNet182025.03 | 96.59 | 48.12 | 81.1 | 0.595 | |
| InfluenceArchitecture=ResNet182025.03 | 72.01 | 41.43 | 73.97 | 0.488 | |
| FISHERArchitecture=ResNet182025.03 | 71.15 | 39.01 | 63.81 | 0.545 | |
| FTArchitecture=ResNet182025.03 | 29.23 | 99.95 | 64.26 | — | |
| SCRUBArchitecture=ResNet182025.03 | 1.2 | 64.81 | 52.36 | 0.188 | |
| NegGrad+Architecture=ResNet182025.03 | 0.76 | 42.07 | 51.15 | 0.193 | |
| OrthoGradArchitecture=ResNet182025.03 | 0.46 | 59.58 | 68.94 | 0.082 | |
| NegGradArchitecture=ResNet182025.03 | 0.27 | 20.43 | 29.41 | 0.322 | |
| SCARArchitecture=ResNet182025.03 | 0.09 | 48.74 | 64.44 | 0.107 | |
| RetrainArchitecture=ResNet182025.03 | 0 | 99.94 | 28.18 | — | |
| DUCKArchitecture=ResNet182025.03 | 0 | 42.53 | 22.94 | 0.36 | |
| GDR-GMAArchitecture=ResNet182025.03 | 0 | 51.74 | 56.69 | 0.154 |