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ResearchFormerly WizWand

Image Classification on Fashion-MNIST 50-client (Non-IID)

11.2Error RateNo Attack
7.9829.71551.4573.185Jul 22, 2024
Updated 6mo ago

Evaluation results

MethodLinks
No AttackAggregation=Bulyan2024.0711.2
No AttackAggregation=FedAvg2024.0711.3
No AttackAggregation=FLTrust2024.0711.5
No AttackAggregation=MKrum2024.0711.5
No AttackAggregation=Trim2024.0711.5
Sign-FlippingAggregation=MKrum2024.0711.7
Sign-Flipping + NeurotoxinAggregation=FLD2024.0711.9
Trim AttackAggregation=FLTrust2024.0712
Sign-Flipping + NeurotoxinAggregation=MKrum2024.0712.1
Trim Attack + NeurotoxinAggregation=FLD2024.0712.1
No AttackAggregation=FLD2024.0712.2
Sign-Flipping + NeurotoxinAggregation=Bulyan2024.0712.2
Sign-Flipping + Poison PillAggregation=FLTrust2024.0712.2
Sign-FlippingAggregation=Trim2024.0712.4
Sign-Flipping + NeurotoxinAggregation=Median2024.0712.4
Sign-Flipping + NeurotoxinAggregation=Trim2024.0712.4
Trim AttackAggregation=FLD2024.0712.4
Sign-FlippingAggregation=FLTrust2024.0712.6
Sign-FlippingAggregation=FLD2024.0712.7
Sign-FlippingAggregation=Bulyan2024.0713.2
Trim Attack + NeurotoxinAggregation=Median2024.0713.8
No AttackAggregation=Median2024.0714.2
Trim Attack + NeurotoxinAggregation=MKrum2024.0714.4
Trim Attack + NeurotoxinAggregation=Trim2024.0714.4
Sign-Flipping + NeurotoxinAggregation=FLTrust2024.0714.6
Sign-FlippingAggregation=Median2024.0715.2
Trim AttackAggregation=Bulyan2024.0716.3
Trim Attack + NeurotoxinAggregation=FedAvg2024.0716.8
Trim Attack + NeurotoxinAggregation=FLTrust2024.0718.7
Trim Attack + NeurotoxinAggregation=Bulyan2024.0719.7
Trim AttackAggregation=MKrum2024.0720.1
Trim Attack + Poison PillAggregation=FLD2024.0722.2
Trim Attack + Poison PillAggregation=Trim2024.0722.3
Trim AttackAggregation=Median2024.0723.1
Trim AttackAggregation=Trim2024.0723.8
Trim Attack + Poison PillAggregation=Bulyan2024.0729.2
Sign-Flipping + Poison PillAggregation=Trim2024.0731.1
Trim AttackAggregation=FedAvg2024.0733.2
Sign-Flipping + Poison PillAggregation=Bulyan2024.0743
Trim Attack + Poison PillAggregation=Median2024.0747.3
Trim Attack + Poison PillAggregation=FLTrust2024.0751.7
Sign-Flipping + Poison PillAggregation=Median2024.0752.2
Sign-Flipping + Poison PillAggregation=FedAvg2024.0754.3
Trim Attack + Poison PillAggregation=FedAvg2024.0766.8
Trim Attack + Poison PillAggregation=MKrum2024.0768.7
Sign-Flipping + Poison PillAggregation=FLD2024.0768.8
Sign-Flipping + NeurotoxinAggregation=FedAvg2024.0773.9
Sign-Flipping + Poison PillAggregation=MKrum2024.0775.4
Sign-FlippingAggregation=FedAvg2024.0791.7