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ResearchFormerly WizWand

Image Classification on GTSRB (Standard Accuracy)

99.11AccuracyFinetuning
-2.123624.158250.4476.7218Jun 29, 2026Jun 30, 2026Jul 1, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FinetuningBackbone=ViT-B/322026.0799.11
PoE-EBMBackbone=ViT-B/322026.0788.8
DOGE-TABackbone=ViT-B/322026.0787.76
Unprotected BaselineBackbone=ViT-L/14, Protect=-, Attack=-2026.0686.78
AGABackbone=ViT-L/14, Protect=Params [18], Attack=AGA2026.0680.36
AGABackbone=ViT-L/14, Protect=MergeLock [36], Attack=AGA2026.0680.35
AGABackbone=ViT-L/14, Protect=Params-P [18], Attack=AGA2026.0680.23
AGABackbone=ViT-L/14, Protect=MergeBarrier [22], Attack=AGA2026.0678.2
Concrete-TABackbone=ViT-B/322026.0771.27
TA-DARE-TIESBackbone=ViT-B/322026.0770.84
Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/322026.0663.2
Task Arithmetic (TA)Backbone=ViT-B/322026.0762.69
AGAProtect=Params & MergeLock, Attack=AGA, Backbone=ViT-B/322026.0661.45
Fisher MergingBackbone=ViT-B/322026.0757.98
Weight averagingBackbone=ViT-B/322026.0755.38
AGAProtect=Params & MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.0652.77
AGAProtect=MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.0652.72
AGAProtect=Params & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.0652.7
MergeBarrierBackbone=ViT-L/14, Protect=MergeBarrier [22], Attack=-2026.064.2
Combined Defense (P & B)Protect=Params & MergeBarrier, Attack=None, Backbone=ViT-B/322026.063.99
Combined Defense (L & B)Protect=MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.062.72
Combined Defense (P & L & B)Protect=Params & MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.062.58
Params-PBackbone=ViT-L/14, Protect=Params-P [18], Attack=-2026.062.29
ParamsBackbone=ViT-L/14, Protect=Params [18], Attack=-2026.062.14
MergeLockBackbone=ViT-L/14, Protect=MergeLock [36], Attack=-2026.062.11
Combined Defense (P & L)Protect=Params & MergeLock, Attack=None, Backbone=ViT-B/322026.061.77