Single-label unlearning on CIFAR-100
62.7Accuracy RetentionSSD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSDBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 62.7 | 72.7 | |
| RetrainBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 62.2 | 0 | |
| FTBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 61.9 | 31.7 | |
| BUBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 33.4 | 0 | |
| AmnesiacBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 30.1 | 0 | |
| UNSIRBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 2.4 | 0 | |
| TargetBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 1 | 0 | |
| FisherBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 0.9 | 0 |