Next Word Prediction on ShakeSpeare LEAF (non-i.i.d.)
46.36Accuracy (500R)FedACG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGBackbone=LSTM, Participation Rate=5%2022.01 | 46.36 | 48.23 | 57 | 290 | |
| FedProxBackbone=LSTM, Participation Rate=5%2022.01 | 45.09 | 46.29 | 99 | 477 | |
| FedAvgBackbone=LSTM, Participation Rate=5%2022.01 | 45.01 | 46.55 | 94 | 500 | |
| FedNTDBackbone=LSTM, Participation Rate=5%2022.01 | 45.01 | 46.5 | 94 | 513 | |
| FedADAMBackbone=LSTM, Participation Rate=5%2022.01 | 44.89 | 44.3 | 68 | 1,000 | |
| FedAvgMBackbone=LSTM, Participation Rate=5%2022.01 | 44.63 | 45.91 | 63 | 690 | |
| MOONBackbone=LSTM, Participation Rate=5%2022.01 | 42.02 | 42.65 | 499 | 1,000 | |
| FedDynBackbone=LSTM, Participation Rate=5%2022.01 | 39.23 | 44.1 | 749 | 1,000 | |
| FedDCBackbone=LSTM, Participation Rate=5%2022.01 | 30.62 | 44.27 | 926 | 1,000 |