Next Character Prediction on Shakespeare (test)
47.55AccuracySCAFFOLD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SCAFFOLDPlugin=Baseline, Weight Decay=10^-42023.10 | 47.55 | — | — | |
| FedAdamPlugin=FedNAR, Weight Decay=10^-32023.10 | 47.48 | — | — | |
| FedAdamPlugin=Baseline, Weight Decay=10^-32023.10 | 47.19 | — | — | |
| FedAvgmPlugin=FedNAR, Weight Decay=10^-32023.10 | 47.13 | — | — | |
| FedAvg2021.08 | 46.7 | — | — | |
| FedEM2021.08 | 46.7 | — | — | |
| Clustered FL2021.08 | 46.6 | — | — | |
| FedAvgmPlugin=Baseline, Weight Decay=10^-32023.10 | 46.12 | — | — | |
| FedAdamPlugin=Baseline, Weight Decay=10^-42023.10 | 45.8 | — | — | |
| FedAvgmPlugin=FedNAR, Weight Decay=10^-42023.10 | 45.63 | — | — | |
| SCAFFOLDPlugin=FedNAR, Weight Decay=10^-42023.10 | 45.6 | — | — | |
| FedAdamPlugin=FedNAR, Weight Decay=10^-42023.10 | 45.42 | — | — | |
| D-FedEMtopology=Binomial Erdős-Rényi graph (p=0.5), communication=fully decentralized2021.08 | 45.4 | — | — | |
| FedAvgmPlugin=Baseline, Weight Decay=10^-42023.10 | 45.03 | — | — | |
| FedAvgPlugin=FedNAR, Weight Decay=10^-32023.10 | 44.69 | — | — | |
| SCAFFOLDPlugin=FedNAR, Weight Decay=10^-32023.10 | 44.53 | — | — | |
| FedAvgPlugin=FedNAR, Weight Decay=10^-42023.10 | 44.37 | — | — | |
| FedProxPlugin=FedNAR, Weight Decay=10^-42023.10 | 43.57 | — | — | |
| FedAvgPlugin=Baseline, Weight Decay=10^-42023.10 | 42.44 | — | — | |
| SCAFFOLDPlugin=Baseline, Weight Decay=10^-32023.10 | 42.4 | — | — | |
| FedProxPlugin=Baseline, Weight Decay=10^-42023.10 | 41.92 | — | — | |
| pFedMe2021.08 | 41.2 | — | — | |
| FedProxPlugin=Baseline, Weight Decay=10^-32023.10 | 40.91 | — | — | |
| FedProxPlugin=FedNAR, Weight Decay=10^-32023.10 | 40.26 | — | — | |
| FedAvgPlugin=Baseline, Weight Decay=10^-32023.10 | 40.05 | — | — | |
| FedAvg+2021.08 | 40 | — | — | |
| FedExPPlugin=FedNAR, Weight Decay=10^-32023.10 | 39.92 | — | — | |
| FedExPPlugin=Baseline, Weight Decay=10^-32023.10 | 39.67 | — | — | |
| FedExPPlugin=FedNAR, Weight Decay=10^-42023.10 | 39.63 | — | — | |
| FedExPPlugin=Baseline, Weight Decay=10^-42023.10 | 38.15 | — | — | |
| Local2021.08 | 32 | — | — | |
| APFL2022.11 | — | 52.38 | 53.64 | |
| DITTO2022.11 | — | 52.44 | 53.95 | |
| FEDAVG2022.11 | — | 52 | — | |
| FEDAVGFT2022.11 | — | 52.12 | 53.68 | |
| FEDREP2022.11 | — | 46.71 | 50.09 | |
| Flow2022.11 | — | 55.9 | 56.2 | |
| HYPCLUSTER2022.11 | — | 51.92 | 52.74 | |
| KNNPER2022.11 | — | 51.87 | 53.1 | |
| LGFEDAVG2022.11 | — | 51.08 | 51.43 | |
| LOCAL2022.11 | — | — | 18.7 |