Image Classification on MNIST ViT-Lite variant (test)
0.793AccuracyTrimmed Mean
Evaluation Results
| Method | Links | |
|---|---|---|
| Trimmed MeanAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.793 | |
| Trimmed MeanAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.779 | |
| Trimmed MeanAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.775 | |
| Trimmed MeanAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.774 | |
| FoolsGoldAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.768 | |
| TinyGuardAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.757 | |
| KrumAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.751 | |
| TinyGuardAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.75 | |
| FoolsGoldAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.75 | |
| TinyGuardAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.749 | |
| TinyGuardAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.748 | |
| TinyGuardAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.744 | |
| KrumAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.736 | |
| Trimmed MeanAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.736 | |
| KrumAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.734 | |
| KrumAttack Type=Label Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.728 | |
| KrumAttack Type=Sign Flipping, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.72 | |
| FoolsGoldAttack Type=Scaling (β = 5), Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.716 | |
| FoolsGoldAttack Type=Average, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.613 | |
| FoolsGoldAttack Type=Random Noise, Backbone=ViT-Lite, Byzantine fraction=20%, Data partitioning=non-IID2026.02 | 0.226 |