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ResearchFormerly WizWand

Active Modality Acquisition (Text imputed by Audio) on MOSEI

8.867AUROCOracle
-0.026042.282734.59156.90027May 22, 2025
Updated 6mo ago

Evaluation results

MethodLinks
OracleCategory=Upper Bounds (for reference)2025.058.86716.066
ProbabilityCategory=Imputation-based (proposed)2025.053.1576.861
KL-DivCategory=Imputation-based (proposed)2025.052.9624.582
UncertaintyCategory=Imputation-based (proposed)2025.051.5923.844
True Uncert.Category=Upper Bounds (for reference)2025.050.9130.893
ProbabilityCategory=Baselines (no imputation)2025.050.6620.971
True KL-Div.Category=Upper Bounds (for reference)2025.050.6450.387
UncertaintyCategory=Baselines (no imputation)2025.050.5910.473
True RankCategory=Upper Bounds (for reference)2025.050.4940.015
RankCategory=Imputation-based (proposed)2025.050.4131.134
RandomCategory=Baselines (no imputation)2025.050.3160.376