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ResearchFormerly WizWand

Active Modality Acquisition on MOSEI Audio imputed by Text (test)

4.955AUROCOracle
0.02021.301352.58253.86365May 22, 2025
Updated 6mo ago

Evaluation results

MethodLinks
OracleCategory=Upper Bounds (for reference)2025.054.9556.275
ProbabilityCategory=Imputation-based (proposed)2025.052.3062.571
KL-DivCategory=Imputation-based (proposed)2025.052.3052.335
UncertaintyCategory=Imputation-based (proposed)2025.051.1541.626
True KL-Div.Category=Upper Bounds (for reference)2025.050.8150.817
True RankCategory=Upper Bounds (for reference)2025.050.5630.645
True Uncert.Category=Upper Bounds (for reference)2025.050.520.604
UncertaintyCategory=Baselines (no imputation)2025.050.5190.604
ProbabilityCategory=Baselines (no imputation)2025.050.4160.511
RandomCategory=Baselines (no imputation)2025.050.3260.439
RankCategory=Imputation-based (proposed)2025.050.210.093