Single-class Unlearning on MNIST
100Accuracy Retention (ACCr)FedUP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedUPBackbone=LeNet52026.06 | 100 | 0 | 99 | — | |
| RetrainBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 99.4 | — | — | 0 | |
| FTBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 99.3 | — | — | 99.4 | |
| SSDBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 99.3 | — | — | 97 | |
| RetrainBackbone=LeNet52026.06 | 99 | 0 | 97 | — | |
| FUSEDBackbone=LeNet52026.06 | 97 | 0 | 99 | — | |
| AmnesiacBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 75 | — | — | 12.6 | |
| UNSIRBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 48.4 | — | — | 0 | |
| BUBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 44.7 | — | — | 0 | |
| TargetBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 14.9 | — | — | 0 | |
| FisherBackbone=ResNet18, Learning Setting=Vertical Federated Learning (VFL)2026.05 | 6.8 | — | — | 33.3 | |
| OriginalBackbone=ResNet182025.12 | 0.9965 | 0.9991 | 0.0023 | — | |
| RetrainingBackbone=ResNet182025.12 | 0.9964 | 0 | 1 | — | |
| RetrainingBackbone=VGG192025.12 | 0.9954 | 0 | 1 | — | |
| OriginalBackbone=VGG192025.12 | 0.9952 | 0.9957 | 0 | — | |
| TRWBackbone=VGG192025.12 | 0.9952 | 0 | 1 | — | |
| TRWBackbone=ResNet182025.12 | 0.9949 | 0 | 1 | — | |
| TRW-2RBackbone=VGG192025.12 | 0.9948 | 0 | 0.9978 | — | |
| SCRUBBackbone=ResNet182025.12 | 0.9945 | 0 | 0.9188 | — | |
| TRW-2RBackbone=ResNet182025.12 | 0.9945 | 0.0004 | 0.9998 | — | |
| FTBackbone=VGG192025.12 | 0.9943 | 0 | 0.9925 | — | |
| SalUnBackbone=ResNet182025.12 | 0.9943 | 0 | 1 | — | |
| SVDBackbone=ResNet182025.12 | 0.9937 | 0 | 0.9987 | — | |
| SCRUBBackbone=VGG192025.12 | 0.9934 | 0 | 0.9873 | — | |
| RLBackbone=ResNet182025.12 | 0.9933 | 0 | 0.9964 | — | |
| SalUnBackbone=VGG192025.12 | 0.9923 | 0 | 1 | — | |
| SCARBackbone=ResNet182025.12 | 0.992 | 0 | 0.9782 | — | |
| SVDBackbone=VGG192025.12 | 0.9916 | 0 | 1 | — | |
| l2ulBackbone=VGG192025.12 | 0.9915 | 0 | 1 | — | |
| RLBackbone=VGG192025.12 | 0.9904 | 0 | 0.9966 | — | |
| SCARBackbone=VGG192025.12 | 0.9893 | 0 | 1 | — | |
| GABackbone=ResNet182025.12 | 0.9826 | 0.1494 | 0.8519 | — | |
| FTBackbone=ResNet182025.12 | 0.9816 | 0 | 0.9578 | — | |
| GABackbone=VGG192025.12 | 0.9769 | 0 | 0.9686 | — | |
| l2ulBackbone=ResNet182025.12 | 0.9575 | 0 | 0.9383 | — | |
| BUBackbone=ResNet182025.12 | 0.9412 | 0 | 0.9862 | — | |
| l1Backbone=VGG192025.12 | 0.9407 | 0.0001 | 0.9255 | — | |
| l1Backbone=ResNet182025.12 | 0.9347 | 0.0004 | 0.9751 | — | |
| BUBackbone=VGG192025.12 | 0.9314 | 0 | 0.954 | — |