Federated Multiple Client Unlearning on CIFAR-100 Non-IID 10 Clients
75Test AccuracyOriginal
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 75 | 84.6 | 76.8 | 73.8 | — | — | |
| OriginalBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 75 | 84.6 | 76.8 | 73.8 | — | — | |
| FedQUITBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.6 | 56.3 | 47.1 | 45.3 | 478,000,000 | 153,000,000,000,000 | |
| FedQUITBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.6 | 56.3 | 47.1 | 45.3 | 478,000,000 | 153,000,000,000,000 | |
| MoDeBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.5 | 59.4 | 50.4 | 47.6 | 5,680,000,000 | 1,690,000,000,000,000 | |
| MoDeBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.5 | 59.4 | 50.4 | 47.6 | 5,680,000,000 | 1,690,000,000,000,000 | |
| FedAUBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.4 | 58.9 | 50.1 | 47.2 | 3,190,000,000 | 1,020,000,000,000,000 | |
| NoTBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.4 | 69.9 | 62.5 | 59 | 680,000,000 | 218,000,000,000,000 | |
| FedAUBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.4 | 58.9 | 50.1 | 47.2 | 3,190,000,000 | 1,020,000,000,000,000 | |
| NoTBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 71.4 | 69.9 | 62.5 | 59 | 680,000,000 | 218,000,000,000,000 | |
| RetrainBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 70.9 | 54.3 | 45.4 | 43.5 | 10,600,000,000 | 3,400,000,000,000,000 | |
| RetrainBackbone=MiT-B0, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 70.9 | 54.3 | 45.4 | 43.5 | 10,600,000,000 | 3,400,000,000,000,000 | |
| OriginalBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 53.8 | 63.1 | 76 | 61.1 | — | — | |
| OriginalBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 53.8 | 63.1 | 76 | 61.1 | — | — | |
| FedQUITBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.5 | 32.7 | 41.9 | 30.1 | 2,330,000,000 | 19,500,000,000,000 | |
| FedQUITBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.5 | 32.7 | 41.9 | 30.1 | 2,330,000,000 | 19,500,000,000,000 | |
| FedAUBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.3 | 35.6 | 45.6 | 33.6 | 7,900,000,000 | 66,000,000,000,000 | |
| FedAUBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.3 | 35.6 | 45.6 | 33.6 | 7,900,000,000 | 66,000,000,000,000 | |
| MoDeBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.2 | 35.7 | 44.7 | 32.2 | 17,400,000,000 | 136,000,000,000,000 | |
| MoDeBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.2 | 35.7 | 44.7 | 32.2 | 17,400,000,000 | 136,000,000,000,000 | |
| NoTBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.1 | 39.2 | 50.5 | 41.8 | 4,740,000,000 | 39,600,000,000,000 | |
| NoTBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 48.1 | 39.2 | 50.5 | 41.8 | 4,740,000,000 | 39,600,000,000,000 | |
| RetrainBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 47.3 | 30.1 | 39.7 | 27.9 | 144,000,000,000 | 1,200,000,000,000,000 | |
| RetrainBackbone=ResNet-18, E=1, Number of Clients=10, Number of Requesting Clients=22024.08 | 47.3 | 30.1 | 39.7 | 27.9 | 144,000,000,000 | 1,200,000,000,000,000 |