Language Modeling on Shakespeare
55.9Accuracy (Mean)Flow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Flow2022.11 | 55.9 | — | 56.2 | |
| FEDAVG2022.11 | 55.1 | — | — | |
| DITTO2022.11 | 52.44 | — | 53.95 | |
| APFL2022.11 | 52.38 | — | 53.64 | |
| FEDAVGFT2022.11 | 52.12 | — | 53.68 | |
| LOCAL2022.11 | 52 | — | — | |
| HYPCLUSTER2022.11 | 51.92 | — | 52.74 | |
| KNNPER2022.11 | 51.87 | — | 53.1 | |
| LGFEDAVG2022.11 | 51.08 | — | 51.43 | |
| FEDREP2022.11 | 46.71 | — | 50.09 | |
| Invariant DropoutSub-model fraction (r)=0.952023.07 | 43.6 | 0.1 | — | |
| Random DropoutSub-model fraction (r)=0.952023.07 | 43.3 | 0.1 | — | |
| Ordered DropoutSub-model fraction (r)=0.952023.07 | 42.9 | 0.1 | — | |
| Invariant DropoutSub-model fraction (r)=0.752023.07 | 42.6 | 0.2 | — | |
| Random DropoutSub-model fraction (r)=0.852023.07 | 42.5 | 0.1 | — | |
| Invariant DropoutSub-model fraction (r)=0.852023.07 | 42.5 | 0.1 | — | |
| Random DropoutSub-model fraction (r)=0.752023.07 | 42.4 | 0.1 | — | |
| Ordered DropoutSub-model fraction (r)=0.852023.07 | 42.3 | 0.1 | — | |
| Ordered DropoutSub-model fraction (r)=0.752023.07 | 42.2 | 0.2 | — | |
| Invariant DropoutSub-model fraction (r)=0.652023.07 | 42.2 | 0.2 | — | |
| Ordered DropoutSub-model fraction (r)=0.652023.07 | 41.9 | 0.1 | — | |
| Random DropoutSub-model fraction (r)=0.652023.07 | 41.8 | 0.2 | — | |
| Invariant DropoutSub-model fraction (r)=0.52023.07 | 41.7 | 0.1 | — | |
| Ordered DropoutSub-model fraction (r)=0.52023.07 | 41.4 | 0.1 | — | |
| Random DropoutSub-model fraction (r)=0.52023.07 | 41.3 | 0.1 | — |