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ResearchFormerly WizWand

Image Classification on OOD-CV

93cACCCertified circuit
17.0836.7956.576.21Sep 18, 2025Oct 14, 2025Nov 10, 2025Dec 7, 2025Jan 3, 2026Jan 30, 2026Feb 26, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Certified circuitParadigm=Certified circuit, Scoring Top-K=Relevance, Backbone=ResNet-1012026.02930.34
MARICbackbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.0989.9—
Direct Generationbackbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.0986.2—
MARICbackbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.0981.9—
SAVRbackbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.0981.2—
Chain-of-Thought (CoT)backbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.0980.8—
Chain-of-Thought (CoT)backbone=LLaVA 1.5-13B, zero-shot=true, parameter-update=none, temperature=02025.0975.2—
Baseline circuitParadigm=Baseline circuit, Scoring Top-K=Relevance, Backbone=ResNet-1012026.02740.4
Direct Generationbackbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.0966.5—
SAVRbackbone=LLaVA 1.5-7B, zero-shot=true, parameter-update=none, temperature=02025.0955.5—
Certified circuitParadigm=Certified circuit, Scoring Top-K=Activation, Backbone=ResNet-1012026.02530.27
Certified circuitParadigm=Certified circuit, Scoring Top-K=Rank, Backbone=ResNet-1012026.02460.38
Baseline circuitParadigm=Baseline circuit, Scoring Top-K=Rank, Backbone=ResNet-1012026.02400.4
Baseline circuitParadigm=Baseline circuit, Scoring Top-K=Activation, Backbone=ResNet-1012026.02370.4
ModelParadigm=Unmodified, Scoring Top-K=–, Backbone=ResNet-1012026.02201