Image Classification on MNIST (Time to Target Accuracy)
37Time to 80% Acc (s)FAR-SIGN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FAR-SIGNModel=MLP, Byzantine workers=24%, Clients=512026.05 | 37 | 120 | 86.9 | |
| Multi-KrumModel=MLP, Byzantine workers=24%, Clients=512026.05 | 233 | 566 | 86 | |
| Trimmed MeanModel=MLP, Byzantine workers=24%, Clients=512026.05 | 257 | 649 | 85.5 | |
| RFAModel=MLP, Byzantine workers=24%, Clients=512026.05 | 262 | 697 | 85.5 | |
| MedianModel=MLP, Byzantine workers=24%, Clients=512026.05 | 280 | 723 | 85.7 | |
| KrumModel=MLP, Byzantine workers=24%, Clients=512026.05 | 372 | — | 84.1 | |
| BulyanModel=MLP, Byzantine workers=24%, Clients=512026.05 | 372 | 872 | 84.4 |