Image Classification on Fashion-MNIST IID 50-client
10.3Error RateSign-Flipping + Neurotoxin
Evaluation Results
| Method | Links | |
|---|---|---|
| Sign-Flipping + NeurotoxinAggregation=Bulyan2024.07 | 10.3 | |
| No AttackAggregation=MKrum2024.07 | 10.5 | |
| No AttackAggregation=Bulyan2024.07 | 10.5 | |
| Sign-Flipping + NeurotoxinAggregation=MKrum2024.07 | 10.5 | |
| Sign-Flipping + NeurotoxinAggregation=Trim2024.07 | 10.5 | |
| No AttackAggregation=Trim2024.07 | 10.6 | |
| Sign-Flipping + NeurotoxinAggregation=Median2024.07 | 10.6 | |
| Trim Attack + NeurotoxinAggregation=Bulyan2024.07 | 10.6 | |
| No AttackAggregation=FLTrust2024.07 | 10.7 | |
| Sign-FlippingAggregation=MKrum2024.07 | 10.8 | |
| Trim Attack + NeurotoxinAggregation=FLD2024.07 | 10.8 | |
| No AttackAggregation=FedAvg2024.07 | 10.9 | |
| Trim AttackAggregation=FLTrust2024.07 | 10.9 | |
| Trim Attack + NeurotoxinAggregation=FLTrust2024.07 | 10.9 | |
| Sign-Flipping + NeurotoxinAggregation=FLD2024.07 | 11 | |
| Trim Attack + NeurotoxinAggregation=MKrum2024.07 | 11.3 | |
| Sign-FlippingAggregation=FLTrust2024.07 | 11.4 | |
| No AttackAggregation=FLD2024.07 | 11.5 | |
| Sign-Flipping + Poison PillAggregation=FLTrust2024.07 | 11.5 | |
| Trim Attack + Poison PillAggregation=FLD2024.07 | 11.5 | |
| Sign-FlippingAggregation=Trim2024.07 | 11.6 | |
| Trim AttackAggregation=FLD2024.07 | 11.6 | |
| Sign-FlippingAggregation=FLD2024.07 | 11.8 | |
| Trim Attack + NeurotoxinAggregation=Trim2024.07 | 11.9 | |
| No AttackAggregation=Median2024.07 | 12.3 | |
| Sign-FlippingAggregation=Bulyan2024.07 | 12.6 | |
| Trim Attack + NeurotoxinAggregation=Median2024.07 | 12.6 | |
| Trim Attack + NeurotoxinAggregation=FedAvg2024.07 | 13.5 | |
| Sign-FlippingAggregation=Median2024.07 | 13.6 | |
| Trim AttackAggregation=MKrum2024.07 | 13.9 | |
| Trim AttackAggregation=Bulyan2024.07 | 14.6 | |
| Sign-Flipping + NeurotoxinAggregation=FLTrust2024.07 | 14.7 | |
| Trim AttackAggregation=Median2024.07 | 17.4 | |
| Trim AttackAggregation=Trim2024.07 | 17.9 | |
| Trim Attack + Poison PillAggregation=Trim2024.07 | 21.9 | |
| Trim AttackAggregation=FedAvg2024.07 | 24.3 | |
| Trim Attack + Poison PillAggregation=Bulyan2024.07 | 28.4 | |
| Sign-Flipping + Poison PillAggregation=Trim2024.07 | 31.4 | |
| Sign-Flipping + Poison PillAggregation=Bulyan2024.07 | 37.9 | |
| Trim Attack + Poison PillAggregation=Median2024.07 | 45.3 | |
| Sign-Flipping + Poison PillAggregation=Median2024.07 | 52.3 | |
| Trim Attack + Poison PillAggregation=FLTrust2024.07 | 57.6 | |
| Trim Attack + Poison PillAggregation=FedAvg2024.07 | 61.8 | |
| Trim Attack + Poison PillAggregation=MKrum2024.07 | 63.8 | |
| Sign-Flipping + Poison PillAggregation=FLD2024.07 | 64.6 | |
| Sign-Flipping + Poison PillAggregation=FedAvg2024.07 | 66.7 | |
| Sign-Flipping + NeurotoxinAggregation=FedAvg2024.07 | 71 | |
| Sign-Flipping + Poison PillAggregation=MKrum2024.07 | 76.4 | |
| Sign-FlippingAggregation=FedAvg2024.07 | 94.3 |