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Visual Question Answering on VQA AttackVLM (test)

87.9FCSSmoothed TeCoA
45.7856.71567.6578.585Jan 22, 2026

Evaluation results

MethodLinks
Smoothed TeCoAModel=LLaVA-1.5-7B, Smoothing=Feature-space Smoothing (FS)2026.0187.9291
Smoothed FAREModel=LLaVA-1.5-7B, Smoothing=Feature-space Smoothing (FS)2026.0182.5390
Smoothed org.Model=LLaVA-1.5-7B, Smoothing=Feature-space Smoothing (FS)2026.0171.2431
TeCoAModel=LLaVA-1.5-7B, Smoothing=None2026.0166.7311
FAREModel=LLaVA-1.5-7B, Smoothing=None2026.0155387
Org.Model=LLaVA-1.5-7B, Smoothing=None2026.0147.42527