Machine Unlearning on CIFAR-100 Non-IID (1% forget data)
52Test AccuracyFedQUIT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedQUITStage=After Recovery, Comm. (Bytes)=9.87 e8, Comp. (FLOPs)=7.51 e12, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 52 | 64.53 | 56.67 | |
| FedOSDStage=After Recovery, Comm. (Bytes)=4.04e9, Comp. (FLOPs)=3.38e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 51.93 | 63.95 | 57.4 | |
| OriginalStage=After Unlearning, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 51.81 | 63.79 | 66.67 | |
| OriginalStage=After Recovery, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 51.81 | 63.79 | 66.67 | |
| MoDeStage=After Recovery, Comm. (Bytes)=6.19e9, Comp. (FLOPs)=5.18e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 51.53 | 63.2 | 58.7 | |
| NoTStage=After Recovery, Comm. (Bytes)=7.18e9, Comp. (FLOPs)=5.41e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 51.5 | 64.4 | 58.67 | |
| FedAUStage=After Recovery, Comm. (Bytes)=5.39e9, Comp. (FLOPs)=4.05e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 51.1 | 63.6 | 59 | |
| RetrainStage=After Unlearning, Comm. (Bytes)=1.80e11, Comp. (FLOPs)=1.35e15, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 50.84 | 64.82 | 55 | |
| RetrainStage=After Recovery, Comm. (Bytes)=1.80e11, Comp. (FLOPs)=1.35e15, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 50.84 | 64.82 | 55 | |
| FedQUITStage=After Unlearning, Comm. (Bytes)=9.87 e8, Comp. (FLOPs)=7.51 e12, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 50.79 | 61.2 | 41.13 | |
| FedOSDStage=After Unlearning, Comm. (Bytes)=4.04e9, Comp. (FLOPs)=3.38e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 49.3 | 60.51 | 60 | |
| MoDeStage=After Unlearning, Comm. (Bytes)=6.19e9, Comp. (FLOPs)=5.18e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 42.2 | 36.3 | 8.51 | |
| FedAUStage=After Unlearning, Comm. (Bytes)=5.39e9, Comp. (FLOPs)=4.05e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 24.5 | 23.5 | 0 | |
| NoTStage=After Unlearning, Comm. (Bytes)=7.18e9, Comp. (FLOPs)=5.41e13, Backbone=ResNet-18, Number of Clients=10, Data Partition=Non-IID2024.08 | 9.7 | 9.1 | 15.12 |