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ResearchFormerly WizWand

Image Classification on MNIST ViT-Lite variant (test)

0.793AccuracyTrimmed Mean
0.203320.356410.50950.66259Feb 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Trimmed MeanAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.793
Trimmed MeanAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.779
Trimmed MeanAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.775
Trimmed MeanAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.774
FoolsGoldAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.768
TinyGuardAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.757
KrumAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.751
TinyGuardAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.75
FoolsGoldAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.75
TinyGuardAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.749
TinyGuardAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.748
TinyGuardAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.744
KrumAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.736
Trimmed MeanAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.736
KrumAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.734
KrumAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.728
KrumAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.72
FoolsGoldAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.716
FoolsGoldAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.613
FoolsGoldAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.020.226