Classification on FMNIST (test)
99.06AccuracypFedBreD (mg)+FT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| pFedBreD (mg)+FTModel Type=Personalized, Backbone=DNN, Fine-tuning=true2022.11 | 99.06 | — | — | — | — | — | — | |
| FedAMPModel Type=Personalized, Backbone=DNN2022.11 | 98.88 | — | — | — | — | — | — | |
| pFedBreD (mg)Model Type=Personalized, Backbone=DNN2022.11 | 98.88 | — | — | — | — | — | — | |
| FedAMPModel Type=Personalized, Backbone=MCLR2022.11 | 98.72 | — | — | — | — | — | — | |
| pFedMe+AMModel Type=Personalized, Backbone=DNN, AM=true2022.11 | 98.7 | — | — | — | — | — | — | |
| pFedMeModel Type=Personalized, Backbone=DNN2022.11 | 98.63 | — | — | — | — | — | — | |
| pFedMe+FTModel Type=Personalized, Backbone=DNN, Fine-tuning=true2022.11 | 98.63 | — | — | — | — | — | — | |
| pFedBreD (mg)+FTModel Type=Personalized, Backbone=MCLR, Fine-tuning=true2022.11 | 98.59 | — | — | — | — | — | — | |
| pFedBreD (mg)Model Type=Personalized, Backbone=MCLR2022.11 | 98.57 | — | — | — | — | — | — | |
| pFedMeModel Type=Personalized, Backbone=MCLR2022.11 | 97.83 | — | — | — | — | — | — | |
| pFedMe+AMModel Type=Personalized, Backbone=MCLR, AM=true2022.11 | 97.81 | — | — | — | — | — | — | |
| pFedMe+FTModel Type=Personalized, Backbone=MCLR, Fine-tuning=true2022.11 | 97.69 | — | — | — | — | — | — | |
| Per-FedAvgModel Type=Personalized, Backbone=DNN2022.11 | 97.13 | — | — | — | — | — | — | |
| FedEMModel Type=Global, Backbone=DNN2022.11 | 95.23 | — | — | — | — | — | — | |
| Per-FedAvgModel Type=Personalized, Backbone=MCLR2022.11 | 93.69 | — | — | — | — | — | — | |
| FedEMModel Type=Global, Backbone=MCLR2022.11 | 92.47 | — | — | — | — | — | — | |
| pFedMENumber of Clients=50, Model Type=Personalized2023.05 | 91.9 | — | — | — | — | — | — | |
| pFedBayesNumber of Clients=50, Model Type=Personalized2023.05 | 91.9 | — | — | — | — | — | — | |
| pFedVEMNumber of Clients=50, Model Type=Personalized2023.05 | 91.8 | — | — | — | — | — | — | |
| FedRepNumber of Clients=50, Model Type=Personalized2023.05 | 91.5 | — | — | — | — | — | — | |
| FedPerNumber of Clients=50, Model Type=Personalized2023.05 | 91.4 | — | — | — | — | — | — | |
| pFedMENumber of Clients=100, Model Type=Personalized2023.05 | 91.4 | — | — | — | — | — | — | |
| pFedVEMNumber of Clients=100, Model Type=Personalized2023.05 | 91.4 | — | — | — | — | — | — | |
| pFedBayesNumber of Clients=100, Model Type=Personalized2023.05 | 91.3 | — | — | — | — | — | — | |
| FedPerNumber of Clients=100, Model Type=Personalized2023.05 | 90.7 | — | — | — | — | — | — | |
| FedRepNumber of Clients=100, Model Type=Personalized2023.05 | 90.7 | — | — | — | — | — | — | |
| pFedVEMNumber of Clients=200, Model Type=Personalized2023.05 | 90.7 | — | — | — | — | — | — | |
| pFedMENumber of Clients=200, Model Type=Personalized2023.05 | 90.6 | — | — | — | — | — | — | |
| pFedBayesNumber of Clients=200, Model Type=Personalized2023.05 | 90.5 | — | — | — | — | — | — | |
| SFLModel=CNN, C=2, K=52023.11 | 89.91 | — | — | — | — | — | — | |
| FedRepNumber of Clients=200, Model Type=Personalized2023.05 | 89.9 | — | — | — | — | — | — | |
| FedPerNumber of Clients=200, Model Type=Personalized2023.05 | 89.7 | — | — | — | — | — | — | |
| SFLModel=CNN, C=2, K=202023.11 | 89.6 | — | — | — | — | — | — | |
| LocalNumber of Clients=50, Model Type=Personalized2023.05 | 89.2 | — | — | — | — | — | — | |
| PFLModel=CNN, C=2, K=202023.11 | 89.16 | — | — | — | — | — | — | |
| PFLModel=CNN, C=2, K=502023.11 | 89.1 | — | — | — | — | — | — | |
| SFLModel=CNN, C=2, K=502023.11 | 89.05 | — | — | — | — | — | — | |
| PerFedavgNumber of Clients=50, Model Type=Personalized2023.05 | 88.7 | — | — | — | — | — | — | |
| PFLModel=CNN, C=2, K=52023.11 | 88.61 | — | — | — | — | — | — | |
| PerFedavgNumber of Clients=100, Model Type=Personalized2023.05 | 88.6 | — | — | — | — | — | — | |
| PerFedavgNumber of Clients=200, Model Type=Personalized2023.05 | 88.3 | — | — | — | — | — | — | |
| SFLModel=CNN, C=1, K=52023.11 | 88.03 | — | — | — | — | — | — | |
| FedAFalpha=0.12024.04 | 87.91 | — | — | — | — | — | — | |
| FedAFalpha=0.022024.04 | 87.53 | — | — | — | — | — | — | |
| LocalNumber of Clients=100, Model Type=Personalized2023.05 | 87.5 | — | — | — | — | — | — | |
| FedAFalpha=0.052024.04 | 87.29 | — | — | — | — | — | — | |
| SFLModel=CNN, C=1, K=202023.11 | 86.75 | — | — | — | — | — | — | |
| FedDMalpha=0.12024.04 | 86.65 | — | — | — | — | — | — | |
| PFLModel=CNN, C=1, K=52023.11 | 86.61 | — | — | — | — | — | — | |
| PFLModel=LeNet-5, C=2, K=502023.11 | 86.58 | — | — | — | — | — | — | |
| SFLModel=LeNet-5, C=2, K=52023.11 | 86.52 | — | — | — | — | — | — | |
| FedProxNumber of Clients=200, Model Type=Global2023.05 | 86.5 | — | — | — | — | — | — | |
| PFLModel=LeNet-5, C=2, K=202023.11 | 86.35 | — | — | — | — | — | — | |
| FedProxNumber of Clients=100, Model Type=Global2023.05 | 86.3 | — | — | — | — | — | — | |
| Co-Boostingbeta=0.52023.09 | 86.21 | — | — | — | — | — | — | |
| pFedVEMNumber of Clients=200, Model Type=Global2023.05 | 86.2 | — | — | — | — | — | — | |
| IFCANumber of Clients=200, Model Type=Personalized2023.05 | 86.1 | — | — | — | — | — | — | |
| FedDMalpha=0.052024.04 | 86.08 | — | — | — | — | — | — | |
| FedAvgNumber of Clients=200, Model Type=Global2023.05 | 85.9 | — | — | — | — | — | — | |
| PFLModel=LeNet-5, C=2, K=52023.11 | 85.86 | — | — | — | — | — | — | |
| LocalNumber of Clients=200, Model Type=Personalized2023.05 | 85.7 | — | — | — | — | — | — | |
| ScaffoldNumber of Clients=50, Model Type=Global2023.05 | 85.6 | — | — | — | — | — | — | |
| IFCANumber of Clients=100, Model Type=Personalized2023.05 | 85.6 | — | — | — | — | — | — | |
| pFedVEMNumber of Clients=100, Model Type=Global2023.05 | 85.6 | — | — | — | — | — | — | |
| SFLModel=CNN, C=1, K=502023.11 | 85.44 | — | — | — | — | — | — | |
| FedAvgNumber of Clients=100, Model Type=Global2023.05 | 85.4 | — | — | — | — | — | — | |
| ScaffoldNumber of Clients=100, Model Type=Global2023.05 | 85.4 | — | — | — | — | — | — | |
| PFLModel=CNN, C=1, K=202023.11 | 85.4 | — | — | — | — | — | — | |
| FedDMalpha=0.022024.04 | 85.36 | — | — | — | — | — | — | |
| pFedMENumber of Clients=200, Model Type=Global2023.05 | 85.1 | — | — | — | — | — | — | |
| FedProxNumber of Clients=50, Model Type=Global2023.05 | 84.8 | — | — | — | — | — | — | |
| FedDynalpha=0.12024.04 | 84.73 | — | — | — | — | — | — | |
| SFLModel=LeNet-5, C=2, K=202023.11 | 84.69 | — | — | — | — | — | — | |
| PFLModel=CNN, C=1, K=502023.11 | 84.62 | — | — | — | — | — | — | |
| ScaffoldNumber of Clients=200, Model Type=Global2023.05 | 84.6 | — | — | — | — | — | — | |
| pFedMENumber of Clients=100, Model Type=Global2023.05 | 84.4 | — | — | — | — | — | — | |
| pFedBayesNumber of Clients=200, Model Type=Global2023.05 | 84.4 | — | — | — | — | — | — | |
| pFedBayesNumber of Clients=100, Model Type=Global2023.05 | 84.2 | — | — | — | — | — | — | |
| IFCANumber of Clients=50, Model Type=Personalized2023.05 | 84.1 | — | — | — | — | — | — | |
| SFLModel=LeNet-5, C=1, K=52023.11 | 83.97 | — | — | — | — | — | — | |
| pFedVEMNumber of Clients=50, Model Type=Global2023.05 | 83.9 | — | — | — | — | — | — | |
| FuseFLalpha=0.05, K=42024.10 | 83.65 | — | — | — | — | — | — | |
| SFLModel=LeNet-5, C=2, K=502023.11 | 83.58 | — | — | — | — | — | — | |
| FedAvgNumber of Clients=50, Model Type=Global2023.05 | 83.5 | — | — | — | — | — | — | |
| pFedBayesNumber of Clients=50, Model Type=Global2023.05 | 83.5 | — | — | — | — | — | — | |
| Co-Boostingbeta=0.32023.09 | 83.37 | — | — | — | — | — | — | |
| FuseFLalpha=0.05, K=22024.10 | 83.23 | — | — | — | — | — | — | |
| FedAvg+AMModel Type=Global, Backbone=MCLR, AM=true2022.11 | 83.04 | — | — | — | — | — | — | |
| FedAvgModel Type=Global, Backbone=MCLR2022.11 | 82.9 | — | — | — | — | — | — | |
| PFLModel=LeNet-5, C=1, K=52023.11 | 82.57 | — | — | — | — | — | — | |
| pFedMeModel Type=Global, Backbone=MCLR2022.11 | 82.3 | — | — | — | — | — | — | |
| FedGenalpha=0.12024.04 | 82.29 | — | — | — | — | — | — | |
| FedAvgalpha=0.12024.04 | 82.19 | — | — | — | — | — | — | |
| pFedMENumber of Clients=50, Model Type=Global2023.05 | 82 | — | — | — | — | — | — | |
| FedAvg+AMModel Type=Global, Backbone=DNN, AM=true2022.11 | 81.93 | — | — | — | — | — | — | |
| TsetlinWiSARD-300Platform=XC7Z020, Algorithm=WiSARD, Purpose=Training2026.03 | 81.87 | — | — | — | — | — | — | |
| MOONalpha=0.12024.04 | 81.61 | — | — | — | — | — | — | |
| FedProxalpha=0.12024.04 | 81.56 | — | — | — | — | — | — | |
| FedAvgModel Type=Global, Backbone=DNN2022.11 | 81.22 | — | — | — | — | — | — | |
| PFLModel=LeNet-5, C=1, K=202023.11 | 81.09 | — | — | — | — | — | — |