Text Classification on AG News (Communication Efficiency)
3.22Total Communication Time (10^3 s)ELSA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ELSA2026.01 | 3.22 | -14 | |
| RoFed2026.01 | 3.36 | — | |
| RaSA2026.01 | 3.43 | — | |
| FedCAda2026.01 | 3.43 | — | |
| FedAMS2026.01 | 3.57 | — | |
| FedProx2026.01 | 3.65 | — | |
| FedAvg2026.01 | 3.79 | — | |
| FedAvg (Random)2026.01 | 3.93 | — | |
| Vanilla Model2026.01 | 10.51 | — |