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ResearchFormerly WizWand

Image Classification on Fashion-MNIST IID 50-client

10.3Error RateSign-Flipping + Neurotoxin
6.9429.6252.374.98Jul 22, 2024
Updated 6mo ago

Evaluation results

MethodLinks
Sign-Flipping + NeurotoxinAggregation=Bulyan2024.0710.3
No AttackAggregation=MKrum2024.0710.5
No AttackAggregation=Bulyan2024.0710.5
Sign-Flipping + NeurotoxinAggregation=MKrum2024.0710.5
Sign-Flipping + NeurotoxinAggregation=Trim2024.0710.5
No AttackAggregation=Trim2024.0710.6
Sign-Flipping + NeurotoxinAggregation=Median2024.0710.6
Trim Attack + NeurotoxinAggregation=Bulyan2024.0710.6
No AttackAggregation=FLTrust2024.0710.7
Sign-FlippingAggregation=MKrum2024.0710.8
Trim Attack + NeurotoxinAggregation=FLD2024.0710.8
No AttackAggregation=FedAvg2024.0710.9
Trim AttackAggregation=FLTrust2024.0710.9
Trim Attack + NeurotoxinAggregation=FLTrust2024.0710.9
Sign-Flipping + NeurotoxinAggregation=FLD2024.0711
Trim Attack + NeurotoxinAggregation=MKrum2024.0711.3
Sign-FlippingAggregation=FLTrust2024.0711.4
No AttackAggregation=FLD2024.0711.5
Sign-Flipping + Poison PillAggregation=FLTrust2024.0711.5
Trim Attack + Poison PillAggregation=FLD2024.0711.5
Sign-FlippingAggregation=Trim2024.0711.6
Trim AttackAggregation=FLD2024.0711.6
Sign-FlippingAggregation=FLD2024.0711.8
Trim Attack + NeurotoxinAggregation=Trim2024.0711.9
No AttackAggregation=Median2024.0712.3
Sign-FlippingAggregation=Bulyan2024.0712.6
Trim Attack + NeurotoxinAggregation=Median2024.0712.6
Trim Attack + NeurotoxinAggregation=FedAvg2024.0713.5
Sign-FlippingAggregation=Median2024.0713.6
Trim AttackAggregation=MKrum2024.0713.9
Trim AttackAggregation=Bulyan2024.0714.6
Sign-Flipping + NeurotoxinAggregation=FLTrust2024.0714.7
Trim AttackAggregation=Median2024.0717.4
Trim AttackAggregation=Trim2024.0717.9
Trim Attack + Poison PillAggregation=Trim2024.0721.9
Trim AttackAggregation=FedAvg2024.0724.3
Trim Attack + Poison PillAggregation=Bulyan2024.0728.4
Sign-Flipping + Poison PillAggregation=Trim2024.0731.4
Sign-Flipping + Poison PillAggregation=Bulyan2024.0737.9
Trim Attack + Poison PillAggregation=Median2024.0745.3
Sign-Flipping + Poison PillAggregation=Median2024.0752.3
Trim Attack + Poison PillAggregation=FLTrust2024.0757.6
Trim Attack + Poison PillAggregation=FedAvg2024.0761.8
Trim Attack + Poison PillAggregation=MKrum2024.0763.8
Sign-Flipping + Poison PillAggregation=FLD2024.0764.6
Sign-Flipping + Poison PillAggregation=FedAvg2024.0766.7
Sign-Flipping + NeurotoxinAggregation=FedAvg2024.0771
Sign-Flipping + Poison PillAggregation=MKrum2024.0776.4
Sign-FlippingAggregation=FedAvg2024.0794.3