Single-label unlearning on COVID-19
92.8Accuracy RetentionRetrain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RetrainBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 92.8 | 0 | |
| SSDBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 92.1 | 90.9 | |
| FTBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 92 | 91.8 | |
| BUBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 77.9 | 0 | |
| UNSIRBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 70.9 | 0 | |
| AmnesiacBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 57.5 | 24.1 | |
| TargetBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 34.3 | 0 | |
| FisherBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 4.6 | 64.4 |