Image Classification on MNIST (Convergence Time Metrics)
19Time to 80% Acc (s)FAR-SIGN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FAR-SIGNModel=MLP, Byzantine workers=24%, Clients=512026.05 | 19 | 70 | 86.2 | |
| Trimmed MeanModel=MLP, Byzantine workers=24%, Clients=512026.05 | 266 | 604 | 86.2 | |
| Multi-KrumModel=MLP, Byzantine workers=24%, Clients=512026.05 | 268 | 634 | 83.8 | |
| MedianModel=MLP, Byzantine workers=24%, Clients=512026.05 | 280 | 608 | 86.6 | |
| RFAModel=MLP, Byzantine workers=24%, Clients=512026.05 | 285 | 604 | 86 | |
| BulyanModel=MLP, Byzantine workers=24%, Clients=512026.05 | 408 | — | 81.9 | |
| KrumModel=MLP, Byzantine workers=24%, Clients=512026.05 | 643 | — | 80 |